Clasificación de imágenes con Algoritmos Supervisados

Librerias aplicadas

library(caret)

Loading required package: ggplot2
Loading required package: lattice

library(raster)

Carga de las bandas de imágenes satelitales.

band1 <- raster("/Users/elianaalizchuquillanquijulcapari/Documents/workspace-r/demos/capturas-landsat/roma/LC81910312013208LGN00/LC81910312013208LGN00_B1.TIF")
band2 <- raster("/Users/elianaalizchuquillanquijulcapari/Documents/workspace-r/demos/capturas-landsat/roma/LC81910312013208LGN00/LC81910312013208LGN00_B2.TIF")
band3 <- raster("/Users/elianaalizchuquillanquijulcapari/Documents/workspace-r/demos/capturas-landsat/roma/LC81910312013208LGN00/LC81910312013208LGN00_B3.TIF")
band4 <- raster("/Users/elianaalizchuquillanquijulcapari/Documents/workspace-r/demos/capturas-landsat/roma/LC81910312013208LGN00/LC81910312013208LGN00_B4.TIF")
band5 <- raster("/Users/elianaalizchuquillanquijulcapari/Documents/workspace-r/demos/capturas-landsat/roma/LC81910312013208LGN00/LC81910312013208LGN00_B5.TIF")
band6 <- raster("/Users/elianaalizchuquillanquijulcapari/Documents/workspace-r/demos/capturas-landsat/roma/LC81910312013208LGN00/LC81910312013208LGN00_B6.TIF")
band7 <- raster("/Users/elianaalizchuquillanquijulcapari/Documents/workspace-r/demos/capturas-landsat/roma/LC81910312013208LGN00/LC81910312013208LGN00_B7.TIF")
band10 <- raster("/Users/elianaalizchuquillanquijulcapari/Documents/workspace-r/demos/capturas-landsat/roma/LC81910312013208LGN00/LC81910312013208LGN00_B10.TIF")
band11 <- raster("/Users/elianaalizchuquillanquijulcapari/Documents/workspace-r/demos/capturas-landsat/roma/LC81910312013208LGN00/LC81910312013208LGN00_B11.TIF")

roma_rst_lan <- brick(band1,band2,band3,band4,band5,band6,band7,band10,band11)
names(roma_rst_lan) <- c(paste("Banda",1:7,sep=""),"Banda10","Banda11")

Procesado de datos

#Carga de muestras de entrenamiento
rstTrainroma <- raster("/Users/elianaalizchuquillanquijulcapari/Documents/workspace-r/demos/DataTraining/rome_lcz_GT.tif")

# Remover ceros (fondo NA)
rstTrainroma[rstTrainroma==0] <- NA

# Convertir a tipo discreto
rstTrainroma <- ratify(rstTrainroma)

# Cambiamos el nombre
names(rstTrainroma) <- "layer"

#Muestras de valores
table(values(rstTrainroma))

   2    3    5    6    8   10   11   12   14   17 
1551  104 1495  480  435   51  284  555  984  500 

# Eliminación de NAs 
rstDFlanroma.df <- na.omit(values(stack(rstTrainroma, roma_rst_lan)))

# Viualizamos las muestras
cols <- c("#fde725","#b5de2b", "#6ece58","#35b779", "#1f9e89","#26828e", "#31688e", "#3e4989", "#482878", "#440154")
plot(rstTrainroma, main="Muestras de entrenamiento de Roma", col = cols)

NA
NA

Fase de Clasificación

#Si es la primera vez se ejecuta, sino ya esta guardado los datos del dataframe.
#write.csv(rstDFlanroma.df,"rstDFRoma.csv", row.names = FALSE)

#Leemos los datos
samplesLanroma = read.csv("rstDFRoma.csv")

# Se divide las muestras en 70 y 30
trainx = list(0)
evalx = list(0)
for (i in 1:17){ # se itera en todas las posibles categorías
  cls = samplesLanroma[samplesLanroma$layer == i,]
  smpl <- floor(0.70 * nrow(cls))
  tt <- sample(seq_len(nrow(cls)), size = smpl)
  trainx[[i]] <- cls[tt,]
  evalx[[i]] <- cls[-tt,]
}


# Se combina en dataframe referenciados s entrenamiento y evaluación
trn = do.call(rbind, trainx) 
eva = do.call(rbind, evalx)

Entrenamiento de Algoritmos

# Definiendo el control del entrenamiento
tcControl <- trainControl(method = "repeatedcv", 
                                       number = 10,
                                       repeats = 5)


# Entrenamiento con svm
svm_m<- caret::train(x = trn[,(2:ncol(trn))], y = as.factor(trn$layer),
                      method = "svmRadial", metric="Accuracy", 
                      trControl = tcControl, 
                      preProcess = c("center", "scale"))

# Entrenamiento con rf
rf_m<- caret::train(x = trn[,(2:ncol(trn))], y = as.factor(trn$layer),
                        method = "rf", 
                        metric="Accuracy", 
                        trControl = tcControl,
                        preProcess = c("center", "scale"))

# Entrenamiento con Knn
knn_m<- caret::train(x = trn[,(2:ncol(trn))], y = as.factor(trn$layer),
               method = "kknn",
               metric="Accuracy",
               preProcess = c("center", "scale"),
               trControl = tcControl)

#Entrenamiento con redes neuronales
nnet_m <- caret::train(x = trn[,(2:ncol(trn))], y = as.factor(trn$layer),
                               method = "nnet", 
                               metric="Accuracy", 
                               preProcess = c("center", "scale"),
                               trControl = tcControl)

# weights:  30
initial  value 9336.279417 
iter  10 value 6206.497149
iter  20 value 5832.636456
iter  30 value 5072.729937
iter  40 value 4605.144125
iter  50 value 4391.710041
iter  60 value 4212.585237
iter  70 value 4204.877558
iter  80 value 4195.821059
iter  90 value 4179.292105
iter 100 value 4172.295192
final  value 4172.295192 
stopped after 100 iterations
# weights:  70
initial  value 10005.914409 
iter  10 value 5369.986516
iter  20 value 4365.755555
iter  30 value 3877.069689
iter  40 value 3589.147769
iter  50 value 3242.347570
iter  60 value 3032.667642
iter  70 value 2954.372207
iter  80 value 2855.866881
iter  90 value 2773.929323
iter 100 value 2718.367159
final  value 2718.367159 
stopped after 100 iterations
# weights:  110
initial  value 9693.558934 
iter  10 value 4861.290457
iter  20 value 3519.163990
iter  30 value 3075.923287
iter  40 value 2708.340000
iter  50 value 2559.742688
iter  60 value 2474.810869
iter  70 value 2433.605945
iter  80 value 2410.019671
iter  90 value 2380.480810
iter 100 value 2343.559397
final  value 2343.559397 
stopped after 100 iterations
# weights:  30
initial  value 9215.792840 
iter  10 value 7452.508819
iter  20 value 6944.444108
iter  30 value 6299.221640
iter  40 value 6033.595986
iter  50 value 5564.064018
iter  60 value 5293.123396
iter  70 value 5237.020836
iter  80 value 5057.157022
iter  90 value 4913.874930
iter 100 value 4905.965921
final  value 4905.965921 
stopped after 100 iterations
# weights:  70
initial  value 10514.034217 
iter  10 value 5496.974368
iter  20 value 4519.845458
iter  30 value 3915.730491
iter  40 value 3671.786249
iter  50 value 3394.276237
iter  60 value 3222.032846
iter  70 value 3154.299645
iter  80 value 3038.971765
iter  90 value 2997.040309
iter 100 value 2974.556032
final  value 2974.556032 
stopped after 100 iterations
# weights:  110
initial  value 9534.347793 
iter  10 value 4264.420366
iter  20 value 3363.738969
iter  30 value 2912.153696
iter  40 value 2746.872696
iter  50 value 2590.162284
iter  60 value 2514.802644
iter  70 value 2482.447370
iter  80 value 2462.651359
iter  90 value 2455.919634
iter 100 value 2452.652000
final  value 2452.652000 
stopped after 100 iterations
# weights:  30
initial  value 8972.017159 
iter  10 value 6675.585962
iter  20 value 5930.954719
iter  30 value 4981.631284
iter  40 value 4543.506099
iter  50 value 4361.524311
iter  60 value 4259.859975
iter  70 value 4251.580449
iter  80 value 4230.586004
iter  90 value 4191.059415
iter 100 value 4178.891884
final  value 4178.891884 
stopped after 100 iterations
# weights:  70
initial  value 9759.226701 
iter  10 value 4902.513910
iter  20 value 4037.793813
iter  30 value 3490.721895
iter  40 value 3065.014532
iter  50 value 2880.242351
iter  60 value 2777.555248
iter  70 value 2732.465100
iter  80 value 2650.184246
iter  90 value 2607.974899
iter 100 value 2591.302532
final  value 2591.302532 
stopped after 100 iterations
# weights:  110
initial  value 9563.213464 
iter  10 value 4778.206466
iter  20 value 3722.118602
iter  30 value 3127.315147
iter  40 value 2834.572000
iter  50 value 2670.002778
iter  60 value 2537.217861
iter  70 value 2397.817676
iter  80 value 2321.144560
iter  90 value 2259.633620
iter 100 value 2226.048928
final  value 2226.048928 
stopped after 100 iterations
# weights:  30
initial  value 9457.908663 
iter  10 value 6922.871719
iter  20 value 6419.569338
iter  30 value 6098.350330
iter  40 value 6029.272567
iter  50 value 5925.338169
iter  60 value 5560.574875
iter  70 value 5471.794164
iter  80 value 5047.490390
iter  90 value 4667.049820
iter 100 value 4540.159856
final  value 4540.159856 
stopped after 100 iterations
# weights:  70
initial  value 9394.948349 
iter  10 value 4746.157175
iter  20 value 4003.977164
iter  30 value 3495.971440
iter  40 value 3055.579891
iter  50 value 2859.399666
iter  60 value 2722.776574
iter  70 value 2651.520885
iter  80 value 2607.605577
iter  90 value 2571.794571
iter 100 value 2553.630293
final  value 2553.630293 
stopped after 100 iterations
# weights:  110
initial  value 10091.331192 
iter  10 value 4561.823699
iter  20 value 3604.938160
iter  30 value 3076.569000
iter  40 value 2793.471162
iter  50 value 2550.669165
iter  60 value 2471.339966
iter  70 value 2422.244613
iter  80 value 2389.629815
iter  90 value 2362.512535
iter 100 value 2327.006892
final  value 2327.006892 
stopped after 100 iterations
# weights:  30
initial  value 9861.332208 
iter  10 value 6331.644147
iter  20 value 6109.487110
iter  30 value 5568.854283
iter  40 value 5095.666899
iter  50 value 4995.929069
iter  60 value 4938.428306
iter  70 value 4926.214095
iter  80 value 4923.770693
iter  90 value 4918.107500
final  value 4918.008817 
converged
# weights:  70
initial  value 9754.018506 
iter  10 value 5515.302781
iter  20 value 4291.314859
iter  30 value 3887.909606
iter  40 value 3392.239240
iter  50 value 3217.307488
iter  60 value 3125.830552
iter  70 value 3070.084725
iter  80 value 3023.217219
iter  90 value 2985.523238
iter 100 value 2962.163532
final  value 2962.163532 
stopped after 100 iterations
# weights:  110
initial  value 10162.706453 
iter  10 value 5191.627255
iter  20 value 4203.978343
iter  30 value 3549.520350
iter  40 value 3285.687815
iter  50 value 2993.964813
iter  60 value 2820.333838
iter  70 value 2703.300596
iter  80 value 2628.313838
iter  90 value 2593.941642
iter 100 value 2580.404567
final  value 2580.404567 
stopped after 100 iterations
# weights:  30
initial  value 10120.365528 
iter  10 value 6769.592954
iter  20 value 6328.419662
iter  30 value 5583.520356
iter  40 value 5167.411174
iter  50 value 4721.950854
iter  60 value 4453.117396
iter  70 value 4377.799888
iter  80 value 4318.430163
iter  90 value 4237.989897
iter 100 value 4222.304058
final  value 4222.304058 
stopped after 100 iterations
# weights:  70
initial  value 9784.186927 
iter  10 value 5824.113373
iter  20 value 4826.947343
iter  30 value 4096.020552
iter  40 value 3436.827836
iter  50 value 3120.980542
iter  60 value 2951.461698
iter  70 value 2873.343055
iter  80 value 2846.519079
iter  90 value 2819.386148
iter 100 value 2800.999345
final  value 2800.999345 
stopped after 100 iterations
# weights:  110
initial  value 9786.876784 
iter  10 value 4819.102231
iter  20 value 3420.389239
iter  30 value 2931.333645
iter  40 value 2659.634574
iter  50 value 2502.141427
iter  60 value 2336.893960
iter  70 value 2273.364587
iter  80 value 2239.287689
iter  90 value 2223.666199
iter 100 value 2208.868198
final  value 2208.868198 
stopped after 100 iterations
# weights:  30
initial  value 9591.693507 
iter  10 value 6903.663085
iter  20 value 6371.011177
iter  30 value 5955.748903
iter  40 value 5879.214416
iter  50 value 5785.748097
iter  60 value 5519.984200
iter  70 value 4945.170475
iter  80 value 4379.380256
iter  90 value 4265.140612
iter 100 value 4225.803490
final  value 4225.803490 
stopped after 100 iterations
# weights:  70
initial  value 9743.609564 
iter  10 value 4891.132253
iter  20 value 4212.820790
iter  30 value 3691.789277
iter  40 value 3235.908534
iter  50 value 3015.293385
iter  60 value 2959.359917
iter  70 value 2927.772309
iter  80 value 2815.160172
iter  90 value 2713.690747
iter 100 value 2668.387945
final  value 2668.387945 
stopped after 100 iterations
# weights:  110
initial  value 9626.720912 
iter  10 value 4397.924541
iter  20 value 3385.185291
iter  30 value 2948.609858
iter  40 value 2689.300656
iter  50 value 2486.471869
iter  60 value 2289.864682
iter  70 value 2226.435835
iter  80 value 2189.647502
iter  90 value 2167.928220
iter 100 value 2150.684530
final  value 2150.684530 
stopped after 100 iterations
# weights:  30
initial  value 10324.298174 
iter  10 value 6810.309574
iter  20 value 6308.507773
iter  30 value 5917.941387
iter  40 value 5279.232312
iter  50 value 5021.348948
iter  60 value 4946.662972
iter  70 value 4937.360687
iter  80 value 4928.731221
iter  90 value 4917.317172
final  value 4916.810483 
converged
# weights:  70
initial  value 10339.720262 
iter  10 value 5132.891780
iter  20 value 4144.732649
iter  30 value 3837.967296
iter  40 value 3394.050150
iter  50 value 3190.868005
iter  60 value 3058.869633
iter  70 value 3012.297189
iter  80 value 2976.843863
iter  90 value 2957.583426
iter 100 value 2953.274372
final  value 2953.274372 
stopped after 100 iterations
# weights:  110
initial  value 10251.369426 
iter  10 value 4434.513256
iter  20 value 3466.458021
iter  30 value 3048.063962
iter  40 value 2861.993985
iter  50 value 2691.546940
iter  60 value 2628.533088
iter  70 value 2566.372477
iter  80 value 2531.584480
iter  90 value 2511.986739
iter 100 value 2501.354101
final  value 2501.354101 
stopped after 100 iterations
# weights:  30
initial  value 9862.001287 
iter  10 value 6502.895826
iter  20 value 6044.004087
iter  30 value 5475.829343
iter  40 value 4984.157648
iter  50 value 4571.610435
iter  60 value 4329.703951
iter  70 value 4302.298978
iter  80 value 4249.557022
iter  90 value 4207.608786
iter 100 value 4191.407147
final  value 4191.407147 
stopped after 100 iterations
# weights:  70
initial  value 10448.012140 
iter  10 value 5156.515052
iter  20 value 4057.778187
iter  30 value 3423.757975
iter  40 value 3165.907638
iter  50 value 3026.326404
iter  60 value 2919.190968
iter  70 value 2854.156621
iter  80 value 2820.872226
iter  90 value 2807.599648
iter 100 value 2785.773990
final  value 2785.773990 
stopped after 100 iterations
# weights:  110
initial  value 9747.981245 
iter  10 value 5325.072516
iter  20 value 3977.268912
iter  30 value 3549.203484
iter  40 value 3197.801404
iter  50 value 2859.174817
iter  60 value 2603.332128
iter  70 value 2435.532987
iter  80 value 2322.524129
iter  90 value 2204.413985
iter 100 value 2160.358245
final  value 2160.358245 
stopped after 100 iterations
# weights:  30
initial  value 9921.273608 
iter  10 value 7427.308077
iter  20 value 6948.221664
iter  30 value 6468.695081
iter  40 value 6169.943629
iter  50 value 5888.115426
iter  60 value 5808.037070
iter  70 value 5753.161591
iter  80 value 5617.150503
iter  90 value 5252.393730
iter 100 value 4706.585171
final  value 4706.585171 
stopped after 100 iterations
# weights:  70
initial  value 9900.779414 
iter  10 value 5551.673432
iter  20 value 4370.119649
iter  30 value 3784.548877
iter  40 value 3349.775829
iter  50 value 3071.976128
iter  60 value 2985.853418
iter  70 value 2891.238592
iter  80 value 2829.219253
iter  90 value 2807.853887
iter 100 value 2789.820893
final  value 2789.820893 
stopped after 100 iterations
# weights:  110
initial  value 10407.726255 
iter  10 value 5278.169567
iter  20 value 3780.381611
iter  30 value 2961.411054
iter  40 value 2600.848509
iter  50 value 2399.582556
iter  60 value 2291.324324
iter  70 value 2241.533188
iter  80 value 2189.736753
iter  90 value 2147.291834
iter 100 value 2124.895257
final  value 2124.895257 
stopped after 100 iterations
# weights:  30
initial  value 9245.537751 
iter  10 value 6527.764119
iter  20 value 6095.169859
iter  30 value 5396.816798
iter  40 value 5048.404581
iter  50 value 4941.822514
iter  60 value 4931.413237
iter  70 value 4928.588511
iter  80 value 4927.884302
final  value 4927.804849 
converged
# weights:  70
initial  value 10235.958255 
iter  10 value 5084.004347
iter  20 value 3956.325987
iter  30 value 3456.075172
iter  40 value 3214.430552
iter  50 value 3149.246642
iter  60 value 3114.602064
iter  70 value 3101.094091
iter  80 value 3056.562720
iter  90 value 3020.888464
iter 100 value 2966.765725
final  value 2966.765725 
stopped after 100 iterations
# weights:  110
initial  value 9772.434737 
iter  10 value 4568.372381
iter  20 value 3674.274617
iter  30 value 3159.495125
iter  40 value 2936.465209
iter  50 value 2784.542168
iter  60 value 2646.997362
iter  70 value 2569.624848
iter  80 value 2525.956403
iter  90 value 2495.160644
iter 100 value 2465.614199
final  value 2465.614199 
stopped after 100 iterations
# weights:  30
initial  value 9883.067385 
iter  10 value 6773.222728
iter  20 value 6107.098290
iter  30 value 5780.523157
iter  40 value 5394.318556
iter  50 value 4785.262260
iter  60 value 4550.382451
iter  70 value 4469.651611
iter  80 value 4335.221917
iter  90 value 4240.950477
iter 100 value 4213.694342
final  value 4213.694342 
stopped after 100 iterations
# weights:  70
initial  value 9791.895795 
iter  10 value 4983.144323
iter  20 value 4371.685847
iter  30 value 3917.391331
iter  40 value 3655.730455
iter  50 value 3280.741209
iter  60 value 2975.491570
iter  70 value 2842.627396
iter  80 value 2780.417240
iter  90 value 2738.162761
iter 100 value 2719.117264
final  value 2719.117264 
stopped after 100 iterations
# weights:  110
initial  value 9674.432335 
iter  10 value 4918.830691
iter  20 value 3703.340233
iter  30 value 3151.064966
iter  40 value 2852.373105
iter  50 value 2565.127180
iter  60 value 2433.817017
iter  70 value 2355.939558
iter  80 value 2295.315953
iter  90 value 2249.569233
iter 100 value 2227.542984
final  value 2227.542984 
stopped after 100 iterations
# weights:  30
initial  value 9464.169669 
iter  10 value 7332.058395
iter  20 value 6815.737819
iter  30 value 6112.266008
iter  40 value 5570.540997
iter  50 value 5340.709407
iter  60 value 5018.044081
iter  70 value 4898.627221
iter  80 value 4799.638121
iter  90 value 4569.502765
iter 100 value 4506.122743
final  value 4506.122743 
stopped after 100 iterations
# weights:  70
initial  value 10601.404465 
iter  10 value 5646.509439
iter  20 value 4265.013743
iter  30 value 3550.883850
iter  40 value 3194.003135
iter  50 value 3027.388481
iter  60 value 2931.493595
iter  70 value 2777.235049
iter  80 value 2692.786497
iter  90 value 2620.766878
iter 100 value 2600.759059
final  value 2600.759059 
stopped after 100 iterations
# weights:  110
initial  value 10301.354556 
iter  10 value 4309.156927
iter  20 value 3489.769991
iter  30 value 2960.603577
iter  40 value 2716.672346
iter  50 value 2490.935156
iter  60 value 2372.882478
iter  70 value 2290.982697
iter  80 value 2225.570456
iter  90 value 2178.040685
iter 100 value 2140.866556
final  value 2140.866556 
stopped after 100 iterations
# weights:  30
initial  value 9505.284697 
iter  10 value 6339.659732
iter  20 value 5851.640295
iter  30 value 5326.076583
iter  40 value 4954.046140
iter  50 value 4918.230313
iter  60 value 4912.411997
iter  70 value 4912.252626
iter  80 value 4912.162458
final  value 4912.148008 
converged
# weights:  70
initial  value 10611.933221 
iter  10 value 5603.182140
iter  20 value 4391.788400
iter  30 value 3900.940826
iter  40 value 3458.727916
iter  50 value 3233.761150
iter  60 value 3113.083208
iter  70 value 3063.593205
iter  80 value 3034.603431
iter  90 value 3023.173191
iter 100 value 3017.342743
final  value 3017.342743 
stopped after 100 iterations
# weights:  110
initial  value 10256.059049 
iter  10 value 4417.528926
iter  20 value 3294.130432
iter  30 value 2898.349143
iter  40 value 2708.326774
iter  50 value 2573.545399
iter  60 value 2505.147521
iter  70 value 2456.857084
iter  80 value 2416.906917
iter  90 value 2403.724606
iter 100 value 2398.194017
final  value 2398.194017 
stopped after 100 iterations
# weights:  30
initial  value 10347.036969 
iter  10 value 7352.477131
iter  20 value 6439.973793
iter  30 value 6041.382441
iter  40 value 5878.525593
iter  50 value 5248.085181
iter  60 value 4574.311375
iter  70 value 4297.725028
iter  80 value 4207.190470
iter  90 value 4183.255327
iter 100 value 4180.762289
final  value 4180.762289 
stopped after 100 iterations
# weights:  70
initial  value 9767.029233 
iter  10 value 4998.422135
iter  20 value 4000.166884
iter  30 value 3381.794820
iter  40 value 3053.245543
iter  50 value 2921.683787
iter  60 value 2853.049655
iter  70 value 2811.742616
iter  80 value 2770.818500
iter  90 value 2752.823744
iter 100 value 2727.764328
final  value 2727.764328 
stopped after 100 iterations
# weights:  110
initial  value 9556.800083 
iter  10 value 4880.918370
iter  20 value 3604.983334
iter  30 value 3167.082377
iter  40 value 2754.205921
iter  50 value 2500.134747
iter  60 value 2375.170930
iter  70 value 2291.356504
iter  80 value 2229.510653
iter  90 value 2195.415363
iter 100 value 2149.407550
final  value 2149.407550 
stopped after 100 iterations
# weights:  30
initial  value 10603.882617 
iter  10 value 7126.525390
iter  20 value 6558.703918
iter  30 value 5905.872780
iter  40 value 5262.586648
iter  50 value 4947.570308
iter  60 value 4586.068716
iter  70 value 4559.359242
iter  80 value 4534.762994
iter  90 value 4522.361311
iter 100 value 4518.721328
final  value 4518.721328 
stopped after 100 iterations
# weights:  70
initial  value 10126.520771 
iter  10 value 5044.759369
iter  20 value 4384.046458
iter  30 value 3775.032537
iter  40 value 3266.511775
iter  50 value 2954.869116
iter  60 value 2759.044300
iter  70 value 2623.702580
iter  80 value 2567.389266
iter  90 value 2545.176934
iter 100 value 2533.010104
final  value 2533.010104 
stopped after 100 iterations
# weights:  110
initial  value 10417.061408 
iter  10 value 4589.996680
iter  20 value 3336.353807
iter  30 value 2898.872008
iter  40 value 2715.107604
iter  50 value 2524.409010
iter  60 value 2441.314145
iter  70 value 2297.813669
iter  80 value 2235.744162
iter  90 value 2196.908338
iter 100 value 2170.763181
final  value 2170.763181 
stopped after 100 iterations
# weights:  30
initial  value 9411.820806 
iter  10 value 6274.511207
iter  20 value 5893.862234
iter  30 value 5461.038633
iter  40 value 5284.692601
iter  50 value 5214.773477
iter  60 value 5186.816285
iter  70 value 5182.869114
iter  80 value 5179.766556
iter  90 value 5179.049974
final  value 5179.049875 
converged
# weights:  70
initial  value 9721.017769 
iter  10 value 4910.577710
iter  20 value 4179.457008
iter  30 value 3611.846219
iter  40 value 3359.564816
iter  50 value 3191.702219
iter  60 value 3114.111473
iter  70 value 3068.453729
iter  80 value 3017.117061
iter  90 value 2975.545837
iter 100 value 2955.823572
final  value 2955.823572 
stopped after 100 iterations
# weights:  110
initial  value 10570.314250 
iter  10 value 4613.325062
iter  20 value 3922.439876
iter  30 value 3207.521922
iter  40 value 2933.077365
iter  50 value 2724.863499
iter  60 value 2625.907306
iter  70 value 2564.014654
iter  80 value 2537.201532
iter  90 value 2524.366074
iter 100 value 2517.118069
final  value 2517.118069 
stopped after 100 iterations
# weights:  30
initial  value 9628.873272 
iter  10 value 6691.607514
iter  20 value 6197.404257
iter  30 value 5427.240493
iter  40 value 5006.052597
iter  50 value 4866.058120
iter  60 value 4766.488424
iter  70 value 4759.158094
iter  80 value 4744.369911
iter  90 value 4719.641099
iter 100 value 4717.295886
final  value 4717.295886 
stopped after 100 iterations
# weights:  70
initial  value 8929.812788 
iter  10 value 5621.547976
iter  20 value 4472.225006
iter  30 value 4060.064336
iter  40 value 3681.613735
iter  50 value 3211.170518
iter  60 value 2998.349994
iter  70 value 2943.490667
iter  80 value 2920.198655
iter  90 value 2912.295423
iter 100 value 2900.773582
final  value 2900.773582 
stopped after 100 iterations
# weights:  110
initial  value 10103.429426 
iter  10 value 4937.270984
iter  20 value 3647.481057
iter  30 value 3174.541999
iter  40 value 2865.494431
iter  50 value 2684.702998
iter  60 value 2533.639797
iter  70 value 2476.873646
iter  80 value 2425.288778
iter  90 value 2376.128185
iter 100 value 2297.738117
final  value 2297.738117 
stopped after 100 iterations
# weights:  30
initial  value 9948.630214 
iter  10 value 7034.382794
iter  20 value 6370.416805
iter  30 value 5739.521492
iter  40 value 5065.468011
iter  50 value 4561.919331
iter  60 value 4376.903444
iter  70 value 4342.664997
iter  80 value 4280.681018
iter  90 value 4220.938550
iter 100 value 4205.137665
final  value 4205.137665 
stopped after 100 iterations
# weights:  70
initial  value 9974.638570 
iter  10 value 6443.011561
iter  20 value 4722.130177
iter  30 value 4165.778223
iter  40 value 3669.521148
iter  50 value 3227.030512
iter  60 value 2949.847635
iter  70 value 2808.611273
iter  80 value 2765.723996
iter  90 value 2746.028526
iter 100 value 2690.681156
final  value 2690.681156 
stopped after 100 iterations
# weights:  110
initial  value 10329.244804 
iter  10 value 4735.997340
iter  20 value 3375.409160
iter  30 value 2822.205280
iter  40 value 2624.303275
iter  50 value 2439.425287
iter  60 value 2345.817400
iter  70 value 2283.067646
iter  80 value 2238.298477
iter  90 value 2219.275062
iter 100 value 2202.432122
final  value 2202.432122 
stopped after 100 iterations
# weights:  30
initial  value 9888.654271 
iter  10 value 7677.086085
iter  20 value 6887.117032
iter  30 value 5918.487278
iter  40 value 5346.397652
iter  50 value 5035.831739
iter  60 value 4971.413908
iter  70 value 4940.608287
iter  80 value 4911.973241
iter  90 value 4898.534783
iter 100 value 4895.829126
final  value 4895.829126 
stopped after 100 iterations
# weights:  70
initial  value 10346.093124 
iter  10 value 4949.668976
iter  20 value 4097.042777
iter  30 value 3624.105301
iter  40 value 3331.533405
iter  50 value 3176.877924
iter  60 value 3090.684197
iter  70 value 3044.747243
iter  80 value 3031.919689
iter  90 value 3025.157899
iter 100 value 3019.750840
final  value 3019.750840 
stopped after 100 iterations
# weights:  110
initial  value 10383.699214 
iter  10 value 4931.443314
iter  20 value 3948.976309
iter  30 value 3436.376295
iter  40 value 3206.714172
iter  50 value 2931.028229
iter  60 value 2720.646471
iter  70 value 2626.807767
iter  80 value 2565.184181
iter  90 value 2534.089174
iter 100 value 2527.593356
final  value 2527.593356 
stopped after 100 iterations
# weights:  30
initial  value 9756.426112 
iter  10 value 6858.539796
iter  20 value 6224.523397
iter  30 value 5461.934661
iter  40 value 5013.390549
iter  50 value 4829.996780
iter  60 value 4626.560284
iter  70 value 4588.094091
iter  80 value 4542.318758
iter  90 value 4494.222449
iter 100 value 4486.738015
final  value 4486.738015 
stopped after 100 iterations
# weights:  70
initial  value 10902.362343 
iter  10 value 5467.258668
iter  20 value 4265.991290
iter  30 value 3863.352081
iter  40 value 3608.790839
iter  50 value 3384.520713
iter  60 value 3295.102600
iter  70 value 3126.215855
iter  80 value 2837.547305
iter  90 value 2747.949148
iter 100 value 2640.444355
final  value 2640.444355 
stopped after 100 iterations
# weights:  110
initial  value 10811.334712 
iter  10 value 4833.801555
iter  20 value 3679.468544
iter  30 value 3135.208706
iter  40 value 2879.291737
iter  50 value 2698.331043
iter  60 value 2514.945293
iter  70 value 2349.780411
iter  80 value 2203.855430
iter  90 value 2145.049539
iter 100 value 2123.689429
final  value 2123.689429 
stopped after 100 iterations
# weights:  30
initial  value 9321.756723 
iter  10 value 6725.673541
iter  20 value 6323.724189
iter  30 value 5935.798253
iter  40 value 5638.121953
iter  50 value 5361.210028
iter  60 value 4884.843306
iter  70 value 4784.294158
iter  80 value 4543.728586
iter  90 value 4267.651871
iter 100 value 4208.759204
final  value 4208.759204 
stopped after 100 iterations
# weights:  70
initial  value 10610.464434 
iter  10 value 5476.142543
iter  20 value 4176.114166
iter  30 value 3729.257435
iter  40 value 3404.699393
iter  50 value 3123.892966
iter  60 value 2908.628701
iter  70 value 2815.689169
iter  80 value 2783.213656
iter  90 value 2762.636407
iter 100 value 2743.432099
final  value 2743.432099 
stopped after 100 iterations
# weights:  110
initial  value 9246.845352 
iter  10 value 4539.428487
iter  20 value 3301.833828
iter  30 value 2927.166009
iter  40 value 2713.535829
iter  50 value 2620.381161
iter  60 value 2512.175222
iter  70 value 2398.728372
iter  80 value 2319.237649
iter  90 value 2274.141999
iter 100 value 2242.877301
final  value 2242.877301 
stopped after 100 iterations
# weights:  30
initial  value 9444.849699 
iter  10 value 6696.955956
iter  20 value 6124.692966
iter  30 value 5627.368417
iter  40 value 5068.887564
iter  50 value 4941.381973
iter  60 value 4922.514496
iter  70 value 4921.901571
iter  80 value 4921.417827
final  value 4921.258321 
converged
# weights:  70
initial  value 10014.122211 
iter  10 value 4851.913128
iter  20 value 3950.392903
iter  30 value 3548.765449
iter  40 value 3248.856309
iter  50 value 3111.233433
iter  60 value 3037.905830
iter  70 value 2969.201723
iter  80 value 2939.535701
iter  90 value 2933.891271
iter 100 value 2932.396888
final  value 2932.396888 
stopped after 100 iterations
# weights:  110
initial  value 9999.555963 
iter  10 value 4665.063526
iter  20 value 3592.268147
iter  30 value 3192.975539
iter  40 value 2936.821930
iter  50 value 2770.649289
iter  60 value 2711.538663
iter  70 value 2660.141495
iter  80 value 2590.186905
iter  90 value 2553.467921
iter 100 value 2514.379901
final  value 2514.379901 
stopped after 100 iterations
# weights:  30
initial  value 10265.026981 
iter  10 value 6052.396378
iter  20 value 5519.063531
iter  30 value 4870.649510
iter  40 value 4432.767761
iter  50 value 4240.213483
iter  60 value 4212.439796
iter  70 value 4210.676379
iter  80 value 4205.589257
iter  90 value 4192.782197
iter 100 value 4191.129742
final  value 4191.129742 
stopped after 100 iterations
# weights:  70
initial  value 10687.569625 
iter  10 value 5205.504713
iter  20 value 4052.751680
iter  30 value 3636.278976
iter  40 value 3287.056136
iter  50 value 3041.892888
iter  60 value 2934.842725
iter  70 value 2854.412750
iter  80 value 2764.451785
iter  90 value 2677.831001
iter 100 value 2651.926109
final  value 2651.926109 
stopped after 100 iterations
# weights:  110
initial  value 10427.420348 
iter  10 value 4246.982362
iter  20 value 3392.999579
iter  30 value 2952.430770
iter  40 value 2709.904164
iter  50 value 2497.479580
iter  60 value 2410.847543
iter  70 value 2363.285098
iter  80 value 2333.048049
iter  90 value 2289.216742
iter 100 value 2252.559656
final  value 2252.559656 
stopped after 100 iterations
# weights:  30
initial  value 9511.663186 
iter  10 value 6902.334571
iter  20 value 6269.797270
iter  30 value 5753.870637
iter  40 value 5056.773275
iter  50 value 4548.272399
iter  60 value 4381.959796
iter  70 value 4317.493405
iter  80 value 4263.513821
iter  90 value 4184.687040
iter 100 value 4157.858301
final  value 4157.858301 
stopped after 100 iterations
# weights:  70
initial  value 9795.516098 
iter  10 value 4962.721587
iter  20 value 4070.963398
iter  30 value 3559.068628
iter  40 value 3211.810002
iter  50 value 3043.823156
iter  60 value 2923.746549
iter  70 value 2788.128880
iter  80 value 2708.532663
iter  90 value 2667.888332
iter 100 value 2639.333949
final  value 2639.333949 
stopped after 100 iterations
# weights:  110
initial  value 10106.539038 
iter  10 value 4695.026841
iter  20 value 3941.489677
iter  30 value 3138.096451
iter  40 value 2765.178863
iter  50 value 2569.104042
iter  60 value 2426.614910
iter  70 value 2300.308371
iter  80 value 2228.851693
iter  90 value 2178.719937
iter 100 value 2144.684405
final  value 2144.684405 
stopped after 100 iterations
# weights:  30
initial  value 10017.678487 
iter  10 value 6812.056300
iter  20 value 6276.290388
iter  30 value 5443.740622
iter  40 value 5090.097006
iter  50 value 4996.375503
iter  60 value 4913.251573
iter  70 value 4910.082472
iter  80 value 4908.324478
iter  90 value 4906.710742
final  value 4906.708350 
converged
# weights:  70
initial  value 10579.506210 
iter  10 value 5144.666306
iter  20 value 3865.385750
iter  30 value 3435.453875
iter  40 value 3264.499988
iter  50 value 3180.550187
iter  60 value 3071.085592
iter  70 value 3020.247864
iter  80 value 2988.472531
iter  90 value 2974.524225
iter 100 value 2968.199871
final  value 2968.199871 
stopped after 100 iterations
# weights:  110
initial  value 10112.455066 
iter  10 value 5047.283805
iter  20 value 3820.795862
iter  30 value 3430.645554
iter  40 value 2980.521691
iter  50 value 2791.174151
iter  60 value 2703.801096
iter  70 value 2663.132947
iter  80 value 2604.422680
iter  90 value 2555.464831
iter 100 value 2525.240694
final  value 2525.240694 
stopped after 100 iterations
# weights:  30
initial  value 9413.742087 
iter  10 value 6429.560558
iter  20 value 6112.094942
iter  30 value 5495.708086
iter  40 value 4807.677699
iter  50 value 4567.219787
iter  60 value 4521.622332
iter  70 value 4512.170133
iter  80 value 4503.199348
iter  90 value 4497.148073
iter 100 value 4494.268514
final  value 4494.268514 
stopped after 100 iterations
# weights:  70
initial  value 8949.071587 
iter  10 value 5452.148874
iter  20 value 4285.554360
iter  30 value 3975.215750
iter  40 value 3709.058978
iter  50 value 3397.984450
iter  60 value 3054.390799
iter  70 value 2853.232786
iter  80 value 2737.818725
iter  90 value 2637.250130
iter 100 value 2595.557403
final  value 2595.557403 
stopped after 100 iterations
# weights:  110
initial  value 10742.794647 
iter  10 value 5091.230965
iter  20 value 3833.882773
iter  30 value 3240.972603
iter  40 value 2939.661118
iter  50 value 2771.602665
iter  60 value 2634.075827
iter  70 value 2496.635778
iter  80 value 2388.767085
iter  90 value 2324.924657
iter 100 value 2283.597376
final  value 2283.597376 
stopped after 100 iterations
# weights:  30
initial  value 9602.434884 
iter  10 value 6737.685368
iter  20 value 5998.723843
iter  30 value 5273.637053
iter  40 value 4726.235078
iter  50 value 4435.911310
iter  60 value 4289.203740
iter  70 value 4263.098800
iter  80 value 4235.964502
iter  90 value 4199.859706
iter 100 value 4191.952090
final  value 4191.952090 
stopped after 100 iterations
# weights:  70
initial  value 10500.660772 
iter  10 value 5523.288366
iter  20 value 3948.963812
iter  30 value 3447.205860
iter  40 value 3212.588457
iter  50 value 3068.494833
iter  60 value 2980.072285
iter  70 value 2871.359412
iter  80 value 2829.800801
iter  90 value 2810.703428
iter 100 value 2800.915715
final  value 2800.915715 
stopped after 100 iterations
# weights:  110
initial  value 8947.717756 
iter  10 value 4989.422216
iter  20 value 3614.613815
iter  30 value 3117.534642
iter  40 value 2843.431258
iter  50 value 2625.910491
iter  60 value 2456.985103
iter  70 value 2265.712260
iter  80 value 2192.427038
iter  90 value 2165.335650
iter 100 value 2150.630156
final  value 2150.630156 
stopped after 100 iterations
# weights:  30
initial  value 9619.616042 
iter  10 value 7189.851998
iter  20 value 6139.293504
iter  30 value 5456.448457
iter  40 value 4962.997066
iter  50 value 4938.805708
iter  60 value 4913.768449
iter  70 value 4910.518132
iter  80 value 4907.805558
iter  90 value 4907.308282
final  value 4907.308216 
converged
# weights:  70
initial  value 11123.309186 
iter  10 value 5271.834524
iter  20 value 4438.681983
iter  30 value 3833.057540
iter  40 value 3474.367088
iter  50 value 3195.736659
iter  60 value 3095.607362
iter  70 value 3011.004091
iter  80 value 2964.250519
iter  90 value 2942.268194
iter 100 value 2927.071697
final  value 2927.071697 
stopped after 100 iterations
# weights:  110
initial  value 9178.133896 
iter  10 value 4634.723227
iter  20 value 3353.012118
iter  30 value 2936.533502
iter  40 value 2742.436333
iter  50 value 2642.211102
iter  60 value 2551.630987
iter  70 value 2502.499737
iter  80 value 2485.362592
iter  90 value 2474.769806
iter 100 value 2465.922768
final  value 2465.922768 
stopped after 100 iterations
# weights:  30
initial  value 9106.445450 
iter  10 value 6459.957073
iter  20 value 5927.254545
iter  30 value 4945.065621
iter  40 value 4602.450037
iter  50 value 4526.343752
iter  60 value 4516.396382
iter  70 value 4515.832802
iter  80 value 4511.978874
iter  90 value 4506.540509
iter 100 value 4504.684590
final  value 4504.684590 
stopped after 100 iterations
# weights:  70
initial  value 9617.254446 
iter  10 value 4781.786526
iter  20 value 4138.735939
iter  30 value 3590.570431
iter  40 value 3222.597580
iter  50 value 2947.834304
iter  60 value 2840.119502
iter  70 value 2759.709540
iter  80 value 2690.046334
iter  90 value 2643.994518
iter 100 value 2600.383908
final  value 2600.383908 
stopped after 100 iterations
# weights:  110
initial  value 10343.373676 
iter  10 value 4609.622468
iter  20 value 3614.687649
iter  30 value 3072.419197
iter  40 value 2833.862052
iter  50 value 2616.104136
iter  60 value 2513.780270
iter  70 value 2422.217510
iter  80 value 2363.892847
iter  90 value 2321.596502
iter 100 value 2284.581775
final  value 2284.581775 
stopped after 100 iterations
# weights:  30
initial  value 10456.976630 
iter  10 value 6633.489398
iter  20 value 6030.122913
iter  30 value 5468.380827
iter  40 value 4930.751786
iter  50 value 4472.107132
iter  60 value 4323.352658
iter  70 value 4280.178824
iter  80 value 4252.631163
iter  90 value 4200.196159
iter 100 value 4187.822442
final  value 4187.822442 
stopped after 100 iterations
# weights:  70
initial  value 10288.514491 
iter  10 value 4617.009641
iter  20 value 3417.221978
iter  30 value 3147.333308
iter  40 value 2951.705713
iter  50 value 2820.397627
iter  60 value 2732.120551
iter  70 value 2694.376561
iter  80 value 2656.526944
iter  90 value 2625.729815
iter 100 value 2610.890661
final  value 2610.890661 
stopped after 100 iterations
# weights:  110
initial  value 10191.497276 
iter  10 value 4525.253530
iter  20 value 3675.249530
iter  30 value 3102.603040
iter  40 value 2637.186666
iter  50 value 2505.637088
iter  60 value 2411.914455
iter  70 value 2364.988763
iter  80 value 2333.027014
iter  90 value 2300.459820
iter 100 value 2282.957245
final  value 2282.957245 
stopped after 100 iterations
# weights:  30
initial  value 9510.723291 
iter  10 value 6434.835207
iter  20 value 5963.763969
iter  30 value 5364.756418
iter  40 value 4962.107489
iter  50 value 4925.204840
iter  60 value 4918.377038
iter  70 value 4917.383389
iter  80 value 4917.105860
final  value 4917.069593 
converged
# weights:  70
initial  value 9704.919003 
iter  10 value 5476.156942
iter  20 value 4558.123831
iter  30 value 4154.315538
iter  40 value 3603.439397
iter  50 value 3320.098755
iter  60 value 3166.191458
iter  70 value 3103.458442
iter  80 value 3063.827888
iter  90 value 3034.005454
iter 100 value 3000.135737
final  value 3000.135737 
stopped after 100 iterations
# weights:  110
initial  value 10056.519915 
iter  10 value 4812.385381
iter  20 value 3354.893547
iter  30 value 2951.205180
iter  40 value 2841.210466
iter  50 value 2726.217653
iter  60 value 2656.751714
iter  70 value 2612.773674
iter  80 value 2591.266074
iter  90 value 2527.045293
iter 100 value 2492.868392
final  value 2492.868392 
stopped after 100 iterations
# weights:  30
initial  value 9378.511847 
iter  10 value 6645.627945
iter  20 value 6086.475771
iter  30 value 5856.926083
iter  40 value 5617.028277
iter  50 value 5325.520480
iter  60 value 4813.969861
iter  70 value 4644.977877
iter  80 value 4563.050911
iter  90 value 4275.243616
iter 100 value 4215.545676
final  value 4215.545676 
stopped after 100 iterations
# weights:  70
initial  value 10231.450498 
iter  10 value 4848.478402
iter  20 value 4003.870638
iter  30 value 3513.321005
iter  40 value 3080.812079
iter  50 value 2845.453464
iter  60 value 2718.221936
iter  70 value 2662.488755
iter  80 value 2628.415245
iter  90 value 2583.924665
iter 100 value 2552.995998
final  value 2552.995998 
stopped after 100 iterations
# weights:  110
initial  value 9949.738394 
iter  10 value 5165.600595
iter  20 value 4107.072679
iter  30 value 3457.159092
iter  40 value 3024.887315
iter  50 value 2809.484876
iter  60 value 2603.324056
iter  70 value 2459.072828
iter  80 value 2347.228454
iter  90 value 2264.969773
iter 100 value 2216.142377
final  value 2216.142377 
stopped after 100 iterations
# weights:  30
initial  value 9934.302632 
iter  10 value 6541.619360
iter  20 value 5970.443219
iter  30 value 5572.402548
iter  40 value 5300.396413
iter  50 value 5126.375988
iter  60 value 4946.659937
iter  70 value 4897.347290
iter  80 value 4672.814687
iter  90 value 4481.879129
iter 100 value 4470.169745
final  value 4470.169745 
stopped after 100 iterations
# weights:  70
initial  value 10758.076803 
iter  10 value 4861.472035
iter  20 value 3904.178674
iter  30 value 3556.591993
iter  40 value 3058.774531
iter  50 value 2825.670270
iter  60 value 2776.249742
iter  70 value 2730.433526
iter  80 value 2701.591239
iter  90 value 2686.167415
iter 100 value 2682.836810
final  value 2682.836810 
stopped after 100 iterations
# weights:  110
initial  value 9721.015453 
iter  10 value 5180.020251
iter  20 value 3738.389740
iter  30 value 3172.484434
iter  40 value 2879.859293
iter  50 value 2803.873192
iter  60 value 2730.022004
iter  70 value 2673.775346
iter  80 value 2605.871662
iter  90 value 2506.393006
iter 100 value 2447.997593
final  value 2447.997593 
stopped after 100 iterations
# weights:  30
initial  value 9380.712156 
iter  10 value 6505.069492
iter  20 value 6138.249679
iter  30 value 5362.982042
iter  40 value 5025.630476
iter  50 value 4935.742214
iter  60 value 4919.622970
iter  70 value 4917.808086
iter  80 value 4916.742085
final  value 4916.436222 
converged
# weights:  70
initial  value 8910.519711 
iter  10 value 4950.049366
iter  20 value 4107.502967
iter  30 value 3649.548063
iter  40 value 3357.829594
iter  50 value 3124.408544
iter  60 value 3040.899944
iter  70 value 2950.599467
iter  80 value 2917.696845
iter  90 value 2903.216016
iter 100 value 2897.793342
final  value 2897.793342 
stopped after 100 iterations
# weights:  110
initial  value 9709.887254 
iter  10 value 5134.246725
iter  20 value 3569.629206
iter  30 value 3272.231082
iter  40 value 3001.723720
iter  50 value 2786.183021
iter  60 value 2682.031292
iter  70 value 2603.374008
iter  80 value 2504.294665
iter  90 value 2472.507630
iter 100 value 2455.057529
final  value 2455.057529 
stopped after 100 iterations
# weights:  30
initial  value 9007.266501 
iter  10 value 6492.853385
iter  20 value 5966.864422
iter  30 value 5262.526666
iter  40 value 4664.623287
iter  50 value 4403.620184
iter  60 value 4302.928832
iter  70 value 4261.845048
iter  80 value 4229.634700
iter  90 value 4200.892003
iter 100 value 4191.238759
final  value 4191.238759 
stopped after 100 iterations
# weights:  70
initial  value 9624.374525 
iter  10 value 5394.834552
iter  20 value 4039.247385
iter  30 value 3633.900585
iter  40 value 3186.304938
iter  50 value 2957.125768
iter  60 value 2870.812206
iter  70 value 2815.257132
iter  80 value 2786.711630
iter  90 value 2762.974123
iter 100 value 2750.018568
final  value 2750.018568 
stopped after 100 iterations
# weights:  110
initial  value 10822.264973 
iter  10 value 4667.524995
iter  20 value 3863.024788
iter  30 value 3357.898335
iter  40 value 2807.541944
iter  50 value 2499.608516
iter  60 value 2320.854348
iter  70 value 2208.429245
iter  80 value 2155.093174
iter  90 value 2123.797074
iter 100 value 2107.625005
final  value 2107.625005 
stopped after 100 iterations
# weights:  30
initial  value 10898.156706 
iter  10 value 6617.755233
iter  20 value 6145.863002
iter  30 value 5492.355802
iter  40 value 5126.190354
iter  50 value 4782.682984
iter  60 value 4515.666014
iter  70 value 4414.363667
iter  80 value 4349.149176
iter  90 value 4218.781312
iter 100 value 4205.791992
final  value 4205.791992 
stopped after 100 iterations
# weights:  70
initial  value 10087.044667 
iter  10 value 5267.047472
iter  20 value 4251.236376
iter  30 value 3770.983626
iter  40 value 3415.544116
iter  50 value 3092.391622
iter  60 value 2884.689565
iter  70 value 2729.281688
iter  80 value 2647.650066
iter  90 value 2620.937662
iter 100 value 2590.380695
final  value 2590.380695 
stopped after 100 iterations
# weights:  110
initial  value 11146.727379 
iter  10 value 6182.325057
iter  20 value 4111.747970
iter  30 value 3599.324415
iter  40 value 3198.833213
iter  50 value 2856.829968
iter  60 value 2650.909609
iter  70 value 2509.447050
iter  80 value 2416.727476
iter  90 value 2326.985870
iter 100 value 2270.979397
final  value 2270.979397 
stopped after 100 iterations
# weights:  30
initial  value 9732.198715 
iter  10 value 7080.885617
iter  20 value 6456.806115
iter  30 value 5972.462001
iter  40 value 5681.078726
iter  50 value 5355.712158
iter  60 value 5204.522941
iter  70 value 5190.728305
iter  80 value 5190.386086
final  value 5190.382637 
converged
# weights:  70
initial  value 10027.875860 
iter  10 value 5918.415468
iter  20 value 4784.919549
iter  30 value 3994.128430
iter  40 value 3453.965136
iter  50 value 3161.218322
iter  60 value 3065.812983
iter  70 value 3042.079799
iter  80 value 3030.945674
iter  90 value 3025.735388
iter 100 value 3021.886103
final  value 3021.886103 
stopped after 100 iterations
# weights:  110
initial  value 10041.355851 
iter  10 value 4936.940305
iter  20 value 3756.345959
iter  30 value 3227.950490
iter  40 value 2968.910248
iter  50 value 2787.685145
iter  60 value 2680.368026
iter  70 value 2621.835874
iter  80 value 2598.018094
iter  90 value 2581.954587
iter 100 value 2564.909544
final  value 2564.909544 
stopped after 100 iterations
# weights:  30
initial  value 9746.691661 
iter  10 value 6998.169055
iter  20 value 6428.103014
iter  30 value 5912.651696
iter  40 value 5552.624427
iter  50 value 5194.374102
iter  60 value 4704.259417
iter  70 value 4571.155947
iter  80 value 4450.588451
iter  90 value 4250.116448
iter 100 value 4216.270468
final  value 4216.270468 
stopped after 100 iterations
# weights:  70
initial  value 8758.698496 
iter  10 value 5431.456681
iter  20 value 4502.147271
iter  30 value 3730.705276
iter  40 value 3450.448652
iter  50 value 3123.390597
iter  60 value 2940.084560
iter  70 value 2892.281137
iter  80 value 2868.720385
iter  90 value 2854.500062
iter 100 value 2833.330334
final  value 2833.330334 
stopped after 100 iterations
# weights:  110
initial  value 11129.676248 
iter  10 value 5216.849967
iter  20 value 3970.460211
iter  30 value 3205.602006
iter  40 value 2960.725486
iter  50 value 2697.141989
iter  60 value 2534.792273
iter  70 value 2410.544403
iter  80 value 2336.646398
iter  90 value 2292.648677
iter 100 value 2263.553351
final  value 2263.553351 
stopped after 100 iterations
# weights:  30
initial  value 9839.164279 
iter  10 value 6196.276981
iter  20 value 5731.067032
iter  30 value 5209.105129
iter  40 value 4923.615479
iter  50 value 4798.857250
iter  60 value 4765.081607
iter  70 value 4763.123700
iter  80 value 4761.844574
iter  90 value 4758.481749
iter 100 value 4757.659141
final  value 4757.659141 
stopped after 100 iterations
# weights:  70
initial  value 9089.148817 
iter  10 value 5362.852848
iter  20 value 4506.299337
iter  30 value 3975.978000
iter  40 value 3565.060560
iter  50 value 3242.914993
iter  60 value 3074.499168
iter  70 value 2907.631262
iter  80 value 2788.690705
iter  90 value 2695.305805
iter 100 value 2599.873683
final  value 2599.873683 
stopped after 100 iterations
# weights:  110
initial  value 8971.524742 
iter  10 value 4643.155189
iter  20 value 3551.881676
iter  30 value 3046.341890
iter  40 value 2771.917449
iter  50 value 2508.984693
iter  60 value 2398.462156
iter  70 value 2280.292364
iter  80 value 2205.701530
iter  90 value 2159.741384
iter 100 value 2143.424284
final  value 2143.424284 
stopped after 100 iterations
# weights:  30
initial  value 10248.013242 
iter  10 value 7640.976778
iter  20 value 7186.579730
iter  30 value 6813.924780
iter  40 value 6705.647939
iter  50 value 6650.732078
iter  60 value 6484.088357
iter  70 value 6195.559523
iter  80 value 5781.996869
iter  90 value 5213.387865
iter 100 value 4982.135083
final  value 4982.135083 
stopped after 100 iterations
# weights:  70
initial  value 10093.850000 
iter  10 value 4845.474307
iter  20 value 3780.316239
iter  30 value 3426.453144
iter  40 value 3227.432935
iter  50 value 3119.074329
iter  60 value 3065.704136
iter  70 value 3016.975735
iter  80 value 2991.385082
iter  90 value 2986.856589
iter 100 value 2984.773876
final  value 2984.773876 
stopped after 100 iterations
# weights:  110
initial  value 9165.677420 
iter  10 value 4661.175449
iter  20 value 3554.571969
iter  30 value 3160.373990
iter  40 value 2863.871264
iter  50 value 2719.128949
iter  60 value 2632.478035
iter  70 value 2586.853910
iter  80 value 2546.500075
iter  90 value 2520.727882
iter 100 value 2503.691590
final  value 2503.691590 
stopped after 100 iterations
# weights:  30
initial  value 9188.501468 
iter  10 value 7124.879137
iter  20 value 6470.699732
iter  30 value 5844.672089
iter  40 value 5352.501137
iter  50 value 4875.714750
iter  60 value 4635.735429
iter  70 value 4586.433487
iter  80 value 4488.598930
iter  90 value 4270.688250
iter 100 value 4218.026411
final  value 4218.026411 
stopped after 100 iterations
# weights:  70
initial  value 10190.977466 
iter  10 value 5206.915110
iter  20 value 4499.473554
iter  30 value 3644.259588
iter  40 value 3195.931042
iter  50 value 2973.539924
iter  60 value 2874.643248
iter  70 value 2822.984938
iter  80 value 2784.743045
iter  90 value 2757.410371
iter 100 value 2745.817572
final  value 2745.817572 
stopped after 100 iterations
# weights:  110
initial  value 9403.698319 
iter  10 value 4637.028347
iter  20 value 3549.627226
iter  30 value 3010.135524
iter  40 value 2757.569120
iter  50 value 2593.835551
iter  60 value 2463.660066
iter  70 value 2371.546385
iter  80 value 2300.032069
iter  90 value 2253.153877
iter 100 value 2217.939255
final  value 2217.939255 
stopped after 100 iterations
# weights:  30
initial  value 9455.086856 
iter  10 value 6209.917644
iter  20 value 5885.206807
iter  30 value 5236.108759
iter  40 value 4844.887699
iter  50 value 4377.162705
iter  60 value 4270.070902
iter  70 value 4257.932248
iter  80 value 4234.651671
iter  90 value 4199.683794
iter 100 value 4190.472682
final  value 4190.472682 
stopped after 100 iterations
# weights:  70
initial  value 9537.544188 
iter  10 value 5655.264442
iter  20 value 4775.885599
iter  30 value 3966.653028
iter  40 value 3308.280162
iter  50 value 2972.658944
iter  60 value 2769.391421
iter  70 value 2645.492607
iter  80 value 2597.578028
iter  90 value 2571.723617
iter 100 value 2542.454935
final  value 2542.454935 
stopped after 100 iterations
# weights:  110
initial  value 11445.510266 
iter  10 value 4970.579748
iter  20 value 3610.813652
iter  30 value 2994.206968
iter  40 value 2728.086080
iter  50 value 2482.696058
iter  60 value 2342.592417
iter  70 value 2280.359485
iter  80 value 2233.822316
iter  90 value 2200.022238
iter 100 value 2171.243324
final  value 2171.243324 
stopped after 100 iterations
# weights:  30
initial  value 9745.060147 
iter  10 value 6457.785924
iter  20 value 5810.375474
iter  30 value 5233.874738
iter  40 value 4961.618816
iter  50 value 4938.431478
iter  60 value 4925.446175
iter  70 value 4925.338369
iter  80 value 4925.316664
final  value 4925.312515 
converged
# weights:  70
initial  value 9829.362572 
iter  10 value 5108.121204
iter  20 value 4419.291808
iter  30 value 3816.177937
iter  40 value 3524.797203
iter  50 value 3284.314856
iter  60 value 3111.155226
iter  70 value 3003.012672
iter  80 value 2966.867319
iter  90 value 2952.612470
iter 100 value 2941.704073
final  value 2941.704073 
stopped after 100 iterations
# weights:  110
initial  value 9117.086306 
iter  10 value 4850.327694
iter  20 value 4121.181582
iter  30 value 3488.068190
iter  40 value 3081.666564
iter  50 value 2888.474957
iter  60 value 2769.848182
iter  70 value 2647.038990
iter  80 value 2586.960638
iter  90 value 2537.418993
iter 100 value 2514.105147
final  value 2514.105147 
stopped after 100 iterations
# weights:  30
initial  value 9692.827194 
iter  10 value 7056.210531
iter  20 value 6086.099273
iter  30 value 5721.721440
iter  40 value 5404.960393
iter  50 value 5160.320145
iter  60 value 4984.293502
iter  70 value 4946.883424
iter  80 value 4820.963270
iter  90 value 4747.580026
iter 100 value 4736.711064
final  value 4736.711064 
stopped after 100 iterations
# weights:  70
initial  value 11030.063555 
iter  10 value 4816.304456
iter  20 value 3865.595220
iter  30 value 3405.392320
iter  40 value 3128.457927
iter  50 value 3016.804039
iter  60 value 2892.481360
iter  70 value 2752.758023
iter  80 value 2664.966266
iter  90 value 2625.726370
iter 100 value 2609.532451
final  value 2609.532451 
stopped after 100 iterations
# weights:  110
initial  value 11093.873278 
iter  10 value 4724.335489
iter  20 value 3560.540024
iter  30 value 2937.887952
iter  40 value 2696.869841
iter  50 value 2458.155000
iter  60 value 2300.070262
iter  70 value 2210.695560
iter  80 value 2151.404516
iter  90 value 2121.257008
iter 100 value 2098.562920
final  value 2098.562920 
stopped after 100 iterations
# weights:  30
initial  value 9378.138371 
iter  10 value 6437.208404
iter  20 value 5761.082174
iter  30 value 5238.737523
iter  40 value 5036.056248
iter  50 value 4815.417762
iter  60 value 4741.265219
iter  70 value 4730.616345
iter  80 value 4723.039394
iter  90 value 4712.443584
iter 100 value 4709.139980
final  value 4709.139980 
stopped after 100 iterations
# weights:  70
initial  value 9363.167720 
iter  10 value 5839.823244
iter  20 value 4363.944896
iter  30 value 3739.038272
iter  40 value 3298.994295
iter  50 value 3121.588317
iter  60 value 2997.448115
iter  70 value 2925.175722
iter  80 value 2828.062449
iter  90 value 2757.859896
iter 100 value 2728.563966
final  value 2728.563966 
stopped after 100 iterations
# weights:  110
initial  value 9996.297850 
iter  10 value 4877.480745
iter  20 value 3405.852774
iter  30 value 2960.091064
iter  40 value 2678.856127
iter  50 value 2438.891657
iter  60 value 2318.044275
iter  70 value 2238.617395
iter  80 value 2191.640329
iter  90 value 2154.710039
iter 100 value 2127.938609
final  value 2127.938609 
stopped after 100 iterations
# weights:  30
initial  value 9615.308217 
iter  10 value 6987.602214
iter  20 value 6037.743248
iter  30 value 5547.628532
iter  40 value 5312.316185
iter  50 value 5220.009113
iter  60 value 5194.519607
iter  70 value 5188.197586
iter  80 value 5184.620006
iter  90 value 5183.774677
final  value 5183.774434 
converged
# weights:  70
initial  value 10003.511085 
iter  10 value 5074.479131
iter  20 value 4351.597427
iter  30 value 4002.987801
iter  40 value 3518.442094
iter  50 value 3253.715726
iter  60 value 3121.572958
iter  70 value 3053.353706
iter  80 value 2985.287446
iter  90 value 2942.125504
iter 100 value 2927.262432
final  value 2927.262432 
stopped after 100 iterations
# weights:  110
initial  value 10814.288046 
iter  10 value 5259.440661
iter  20 value 3935.088830
iter  30 value 3482.760173
iter  40 value 3141.429016
iter  50 value 2935.027177
iter  60 value 2763.435282
iter  70 value 2634.140366
iter  80 value 2582.301074
iter  90 value 2541.014196
iter 100 value 2518.575607
final  value 2518.575607 
stopped after 100 iterations
# weights:  30
initial  value 9856.716601 
iter  10 value 7577.682302
iter  20 value 6877.905384
iter  30 value 5779.840602
iter  40 value 4936.671966
iter  50 value 4632.318930
iter  60 value 4547.200570
iter  70 value 4542.469679
iter  80 value 4538.440820
iter  90 value 4500.989946
iter 100 value 4496.808932
final  value 4496.808932 
stopped after 100 iterations
# weights:  70
initial  value 10223.678646 
iter  10 value 4710.276430
iter  20 value 3750.702505
iter  30 value 3267.042570
iter  40 value 3018.383542
iter  50 value 2825.393861
iter  60 value 2683.113866
iter  70 value 2636.127910
iter  80 value 2609.217949
iter  90 value 2590.361698
iter 100 value 2572.367190
final  value 2572.367190 
stopped after 100 iterations
# weights:  110
initial  value 9659.414210 
iter  10 value 4882.550096
iter  20 value 3386.682869
iter  30 value 2900.523515
iter  40 value 2495.237185
iter  50 value 2342.044440
iter  60 value 2224.351895
iter  70 value 2174.637075
iter  80 value 2139.426868
iter  90 value 2124.265116
iter 100 value 2105.058302
final  value 2105.058302 
stopped after 100 iterations
# weights:  30
initial  value 10755.252436 
iter  10 value 6669.781624
iter  20 value 6180.727196
iter  30 value 5827.279347
iter  40 value 5396.789880
iter  50 value 4915.605675
iter  60 value 4751.430435
iter  70 value 4677.123441
iter  80 value 4609.465851
iter  90 value 4540.515312
iter 100 value 4505.533975
final  value 4505.533975 
stopped after 100 iterations
# weights:  70
initial  value 11271.190945 
iter  10 value 5389.221379
iter  20 value 4319.522031
iter  30 value 3585.190165
iter  40 value 3245.158090
iter  50 value 2963.142449
iter  60 value 2845.702145
iter  70 value 2785.154698
iter  80 value 2760.373474
iter  90 value 2737.011170
iter 100 value 2706.992066
final  value 2706.992066 
stopped after 100 iterations
# weights:  110
initial  value 10080.710176 
iter  10 value 4442.334331
iter  20 value 3401.462283
iter  30 value 3038.718505
iter  40 value 2844.636448
iter  50 value 2710.947718
iter  60 value 2563.511626
iter  70 value 2378.325674
iter  80 value 2283.650583
iter  90 value 2204.607695
iter 100 value 2164.141432
final  value 2164.141432 
stopped after 100 iterations
# weights:  30
initial  value 9461.431374 
iter  10 value 6751.028859
iter  20 value 6128.908811
iter  30 value 5514.865634
iter  40 value 5020.596001
iter  50 value 4927.660182
iter  60 value 4921.271415
iter  70 value 4920.856798
iter  80 value 4920.745206
final  value 4920.719099 
converged
# weights:  70
initial  value 9191.585942 
iter  10 value 5544.153607
iter  20 value 4725.771995
iter  30 value 4173.532695
iter  40 value 3839.157603
iter  50 value 3428.991136
iter  60 value 3201.227733
iter  70 value 3099.910066
iter  80 value 3017.686485
iter  90 value 2957.739315
iter 100 value 2931.506441
final  value 2931.506441 
stopped after 100 iterations
# weights:  110
initial  value 9756.974923 
iter  10 value 5188.778829
iter  20 value 3878.040365
iter  30 value 3327.607427
iter  40 value 3026.668703
iter  50 value 2814.010113
iter  60 value 2655.400116
iter  70 value 2570.434300
iter  80 value 2536.569860
iter  90 value 2517.357374
iter 100 value 2500.839814
final  value 2500.839814 
stopped after 100 iterations
# weights:  30
initial  value 10552.239400 
iter  10 value 7019.145106
iter  20 value 6255.237841
iter  30 value 5628.828452
iter  40 value 5273.780208
iter  50 value 5031.776132
iter  60 value 4843.711358
iter  70 value 4800.252837
iter  80 value 4761.868187
iter  90 value 4735.524982
iter 100 value 4729.710108
final  value 4729.710108 
stopped after 100 iterations
# weights:  70
initial  value 8998.392792 
iter  10 value 5324.342553
iter  20 value 4234.326337
iter  30 value 3434.736258
iter  40 value 3096.036328
iter  50 value 2928.341016
iter  60 value 2735.217064
iter  70 value 2634.115119
iter  80 value 2590.606416
iter  90 value 2566.664095
iter 100 value 2558.110122
final  value 2558.110122 
stopped after 100 iterations
# weights:  110
initial  value 9750.902983 
iter  10 value 4629.009289
iter  20 value 3537.765885
iter  30 value 3062.514916
iter  40 value 2806.197542
iter  50 value 2623.530562
iter  60 value 2497.040896
iter  70 value 2385.514184
iter  80 value 2297.524405
iter  90 value 2242.308887
iter 100 value 2199.426734
final  value 2199.426734 
stopped after 100 iterations
# weights:  30
initial  value 9364.732379 
iter  10 value 6867.089300
iter  20 value 6266.246241
iter  30 value 5907.170797
iter  40 value 5643.598029
iter  50 value 5448.455078
iter  60 value 5006.017868
iter  70 value 4838.962628
iter  80 value 4629.765255
iter  90 value 4325.342009
iter 100 value 4201.801899
final  value 4201.801899 
stopped after 100 iterations
# weights:  70
initial  value 10295.113427 
iter  10 value 5813.743281
iter  20 value 4752.531751
iter  30 value 4190.723217
iter  40 value 3775.817123
iter  50 value 3450.012282
iter  60 value 3245.836933
iter  70 value 3067.719351
iter  80 value 2952.571473
iter  90 value 2927.836363
iter 100 value 2901.266737
final  value 2901.266737 
stopped after 100 iterations
# weights:  110
initial  value 9715.699466 
iter  10 value 5131.355046
iter  20 value 4070.214340
iter  30 value 3374.505865
iter  40 value 2945.436280
iter  50 value 2667.559988
iter  60 value 2496.726381
iter  70 value 2415.675985
iter  80 value 2381.951945
iter  90 value 2352.294491
iter 100 value 2328.607468
final  value 2328.607468 
stopped after 100 iterations
# weights:  30
initial  value 9911.357156 
iter  10 value 6373.342781
iter  20 value 5839.215924
iter  30 value 5288.723519
iter  40 value 4996.440888
iter  50 value 4936.435624
iter  60 value 4916.987351
iter  70 value 4913.656671
iter  80 value 4909.710610
iter  90 value 4909.167342
iter  90 value 4909.167322
iter  90 value 4909.167322
final  value 4909.167322 
converged
# weights:  70
initial  value 8944.668751 
iter  10 value 5429.448135
iter  20 value 4568.067399
iter  30 value 4021.488304
iter  40 value 3470.301041
iter  50 value 3214.771673
iter  60 value 3052.756919
iter  70 value 3000.099110
iter  80 value 2980.817567
iter  90 value 2959.627540
iter 100 value 2946.533043
final  value 2946.533043 
stopped after 100 iterations
# weights:  110
initial  value 11165.698594 
iter  10 value 4933.782738
iter  20 value 3905.182991
iter  30 value 3412.159666
iter  40 value 3067.876447
iter  50 value 2873.237821
iter  60 value 2781.195146
iter  70 value 2669.131632
iter  80 value 2592.743454
iter  90 value 2543.482592
iter 100 value 2501.023716
final  value 2501.023716 
stopped after 100 iterations
# weights:  30
initial  value 9003.782859 
iter  10 value 7327.556519
iter  20 value 6570.340599
iter  30 value 5979.870217
iter  40 value 5843.114950
iter  50 value 5653.496378
iter  60 value 5458.873817
iter  70 value 5242.692618
iter  80 value 4863.929776
iter  90 value 4389.907319
iter 100 value 4223.106507
final  value 4223.106507 
stopped after 100 iterations
# weights:  70
initial  value 10679.093933 
iter  10 value 5745.512657
iter  20 value 4465.953584
iter  30 value 3943.995855
iter  40 value 3486.571197
iter  50 value 3024.720113
iter  60 value 2933.281567
iter  70 value 2872.340839
iter  80 value 2803.520943
iter  90 value 2747.445898
iter 100 value 2725.161810
final  value 2725.161810 
stopped after 100 iterations
# weights:  110
initial  value 10058.559823 
iter  10 value 5046.324180
iter  20 value 3762.231082
iter  30 value 3174.808200
iter  40 value 2768.236841
iter  50 value 2607.338635
iter  60 value 2452.124903
iter  70 value 2311.204550
iter  80 value 2208.292429
iter  90 value 2161.562319
iter 100 value 2133.429518
final  value 2133.429518 
stopped after 100 iterations
# weights:  30
initial  value 9920.063847 
iter  10 value 7017.234253
iter  20 value 6374.195482
iter  30 value 5965.268557
iter  40 value 5524.291234
iter  50 value 4928.868200
iter  60 value 4613.921367
iter  70 value 4562.343997
iter  80 value 4523.202344
iter  90 value 4498.681073
iter 100 value 4495.024402
final  value 4495.024402 
stopped after 100 iterations
# weights:  70
initial  value 9873.713474 
iter  10 value 6223.917651
iter  20 value 4857.217579
iter  30 value 4445.232887
iter  40 value 3998.998546
iter  50 value 3509.593908
iter  60 value 3051.827737
iter  70 value 2873.657950
iter  80 value 2761.216031
iter  90 value 2683.032225
iter 100 value 2650.674036
final  value 2650.674036 
stopped after 100 iterations
# weights:  110
initial  value 9324.584405 
iter  10 value 4519.955470
iter  20 value 3454.216899
iter  30 value 2838.238309
iter  40 value 2615.429763
iter  50 value 2475.117680
iter  60 value 2330.567106
iter  70 value 2254.211023
iter  80 value 2202.597241
iter  90 value 2187.612588
iter 100 value 2175.400358
final  value 2175.400358 
stopped after 100 iterations
# weights:  30
initial  value 10208.668558 
iter  10 value 7126.298452
iter  20 value 6660.335392
iter  30 value 5586.472879
iter  40 value 5075.498172
iter  50 value 4942.128379
iter  60 value 4919.953483
iter  70 value 4917.643425
iter  80 value 4914.877274
final  value 4914.145869 
converged
# weights:  70
initial  value 9401.697934 
iter  10 value 5880.123703
iter  20 value 4917.003011
iter  30 value 4352.900582
iter  40 value 3897.156696
iter  50 value 3515.534727
iter  60 value 3265.172606
iter  70 value 3179.999418
iter  80 value 3095.343399
iter  90 value 3013.209041
iter 100 value 2969.032160
final  value 2969.032160 
stopped after 100 iterations
# weights:  110
initial  value 10183.508806 
iter  10 value 4331.023649
iter  20 value 3448.053659
iter  30 value 3012.573918
iter  40 value 2796.930534
iter  50 value 2658.585849
iter  60 value 2554.092048
iter  70 value 2465.198685
iter  80 value 2421.659711
iter  90 value 2409.798165
iter 100 value 2405.209246
final  value 2405.209246 
stopped after 100 iterations
# weights:  30
initial  value 9414.277105 
iter  10 value 6945.212242
iter  20 value 5948.026332
iter  30 value 5418.695314
iter  40 value 4758.670469
iter  50 value 4321.417105
iter  60 value 4254.570464
iter  70 value 4248.008964
iter  80 value 4232.032298
iter  90 value 4201.067428
iter 100 value 4191.908694
final  value 4191.908694 
stopped after 100 iterations
# weights:  70
initial  value 9720.430240 
iter  10 value 5042.490022
iter  20 value 3948.336371
iter  30 value 3487.253491
iter  40 value 3182.459995
iter  50 value 2962.067924
iter  60 value 2868.153664
iter  70 value 2812.798621
iter  80 value 2767.748161
iter  90 value 2750.908689
iter 100 value 2734.588529
final  value 2734.588529 
stopped after 100 iterations
# weights:  110
initial  value 9966.228763 
iter  10 value 4983.985704
iter  20 value 3567.129527
iter  30 value 3140.429959
iter  40 value 2859.955971
iter  50 value 2640.790493
iter  60 value 2494.860277
iter  70 value 2386.788960
iter  80 value 2302.439806
iter  90 value 2235.771500
iter 100 value 2188.995949
final  value 2188.995949 
stopped after 100 iterations
# weights:  30
initial  value 8826.645759 
iter  10 value 6670.476974
iter  20 value 6046.952955
iter  30 value 5617.661665
iter  40 value 4891.461893
iter  50 value 4424.685107
iter  60 value 4267.672583
iter  70 value 4248.963020
iter  80 value 4225.367017
iter  90 value 4189.090983
iter 100 value 4184.128883
final  value 4184.128883 
stopped after 100 iterations
# weights:  70
initial  value 10784.726655 
iter  10 value 5024.466673
iter  20 value 4054.772277
iter  30 value 3538.078628
iter  40 value 3112.381406
iter  50 value 2921.081888
iter  60 value 2846.687909
iter  70 value 2820.534325
iter  80 value 2784.746190
iter  90 value 2773.933831
iter 100 value 2757.177649
final  value 2757.177649 
stopped after 100 iterations
# weights:  110
initial  value 10090.314016 
iter  10 value 4731.512392
iter  20 value 3629.475353
iter  30 value 3125.790668
iter  40 value 2685.660088
iter  50 value 2452.461948
iter  60 value 2258.426922
iter  70 value 2193.538736
iter  80 value 2155.129737
iter  90 value 2139.933686
iter 100 value 2129.070930
final  value 2129.070930 
stopped after 100 iterations
# weights:  30
initial  value 9721.004343 
iter  10 value 6834.226661
iter  20 value 6097.074626
iter  30 value 5828.636235
iter  40 value 5371.519644
iter  50 value 5000.497052
iter  60 value 4927.706277
iter  70 value 4919.824252
final  value 4919.396657 
converged
# weights:  70
initial  value 10061.275885 
iter  10 value 5688.175303
iter  20 value 4453.962866
iter  30 value 3913.586187
iter  40 value 3509.734227
iter  50 value 3244.690771
iter  60 value 3125.306003
iter  70 value 3047.096138
iter  80 value 3004.298564
iter  90 value 2979.384386
iter 100 value 2966.908092
final  value 2966.908092 
stopped after 100 iterations
# weights:  110
initial  value 11175.000255 
iter  10 value 4958.352814
iter  20 value 3866.617594
iter  30 value 3354.479572
iter  40 value 3015.992328
iter  50 value 2794.549313
iter  60 value 2686.010256
iter  70 value 2610.669435
iter  80 value 2567.267746
iter  90 value 2536.804650
iter 100 value 2497.408604
final  value 2497.408604 
stopped after 100 iterations
# weights:  30
initial  value 9450.324295 
iter  10 value 6670.887976
iter  20 value 5970.089672
iter  30 value 5468.928541
iter  40 value 5163.581544
iter  50 value 4860.368160
iter  60 value 4774.093465
iter  70 value 4767.154375
iter  80 value 4754.769862
iter  90 value 4739.795415
iter 100 value 4735.330007
final  value 4735.330007 
stopped after 100 iterations
# weights:  70
initial  value 10436.624876 
iter  10 value 6117.746258
iter  20 value 4744.539372
iter  30 value 4059.522351
iter  40 value 3660.422043
iter  50 value 3263.349701
iter  60 value 3022.635836
iter  70 value 2944.544410
iter  80 value 2871.771779
iter  90 value 2817.005116
iter 100 value 2781.754321
final  value 2781.754321 
stopped after 100 iterations
# weights:  110
initial  value 10423.205890 
iter  10 value 4763.258982
iter  20 value 3425.945328
iter  30 value 2968.887783
iter  40 value 2693.584083
iter  50 value 2554.618752
iter  60 value 2402.124638
iter  70 value 2312.446366
iter  80 value 2227.927932
iter  90 value 2172.471450
iter 100 value 2155.477922
final  value 2155.477922 
stopped after 100 iterations
# weights:  30
initial  value 9434.364678 
iter  10 value 7068.800030
iter  20 value 6611.440249
iter  30 value 5879.401475
iter  40 value 5244.898276
iter  50 value 5090.198922
iter  60 value 5032.264544
iter  70 value 4995.661119
iter  80 value 4819.162035
iter  90 value 4511.207894
iter 100 value 4499.891934
final  value 4499.891934 
stopped after 100 iterations
# weights:  70
initial  value 9564.920468 
iter  10 value 5009.112088
iter  20 value 4032.146658
iter  30 value 3560.308825
iter  40 value 3230.178988
iter  50 value 3027.686078
iter  60 value 2886.015547
iter  70 value 2813.394714
iter  80 value 2772.857947
iter  90 value 2755.137009
iter 100 value 2731.500307
final  value 2731.500307 
stopped after 100 iterations
# weights:  110
initial  value 10456.158494 
iter  10 value 5102.302376
iter  20 value 3769.365808
iter  30 value 3134.991836
iter  40 value 2803.273725
iter  50 value 2578.829084
iter  60 value 2471.967125
iter  70 value 2363.549407
iter  80 value 2272.574532
iter  90 value 2221.743249
iter 100 value 2189.185012
final  value 2189.185012 
stopped after 100 iterations
# weights:  30
initial  value 9816.538619 
iter  10 value 6734.126290
iter  20 value 5890.038198
iter  30 value 5255.480737
iter  40 value 4963.812776
iter  50 value 4931.635679
iter  60 value 4920.539081
iter  70 value 4920.257361
iter  80 value 4920.062651
final  value 4920.043608 
converged
# weights:  70
initial  value 10405.923837 
iter  10 value 5375.274159
iter  20 value 4422.958962
iter  30 value 3949.725160
iter  40 value 3519.687584
iter  50 value 3363.189157
iter  60 value 3164.255029
iter  70 value 3098.856940
iter  80 value 3055.848329
iter  90 value 2984.851182
iter 100 value 2943.619076
final  value 2943.619076 
stopped after 100 iterations
# weights:  110
initial  value 10494.706616 
iter  10 value 5070.788716
iter  20 value 3660.628067
iter  30 value 3204.327197
iter  40 value 2935.278406
iter  50 value 2775.976097
iter  60 value 2684.657057
iter  70 value 2638.804377
iter  80 value 2582.631868
iter  90 value 2543.277031
iter 100 value 2492.255231
final  value 2492.255231 
stopped after 100 iterations
# weights:  30
initial  value 9264.889899 
iter  10 value 6772.422530
iter  20 value 6260.380750
iter  30 value 5918.220946
iter  40 value 5785.338260
iter  50 value 5657.052507
iter  60 value 4943.286030
iter  70 value 4394.158692
iter  80 value 4277.802973
iter  90 value 4247.254432
iter 100 value 4228.925527
final  value 4228.925527 
stopped after 100 iterations
# weights:  70
initial  value 11402.116318 
iter  10 value 5599.701292
iter  20 value 4257.107855
iter  30 value 3818.183430
iter  40 value 3509.073380
iter  50 value 3379.219294
iter  60 value 3142.756539
iter  70 value 2999.846280
iter  80 value 2938.752799
iter  90 value 2920.757362
iter 100 value 2903.456352
final  value 2903.456352 
stopped after 100 iterations
# weights:  110
initial  value 8688.462964 
iter  10 value 4384.385142
iter  20 value 3667.678024
iter  30 value 3074.723517
iter  40 value 2812.091115
iter  50 value 2567.682100
iter  60 value 2459.650049
iter  70 value 2379.335577
iter  80 value 2345.099067
iter  90 value 2331.252351
iter 100 value 2317.577445
final  value 2317.577445 
stopped after 100 iterations
# weights:  30
initial  value 9402.523350 
iter  10 value 6436.843314
iter  20 value 5950.959998
iter  30 value 5109.127637
iter  40 value 4550.825199
iter  50 value 4360.755466
iter  60 value 4229.160182
iter  70 value 4225.272710
iter  80 value 4213.967432
iter  90 value 4189.774216
iter 100 value 4182.211667
final  value 4182.211667 
stopped after 100 iterations
# weights:  70
initial  value 10009.093551 
iter  10 value 5223.504265
iter  20 value 4363.973922
iter  30 value 3906.160404
iter  40 value 3605.532472
iter  50 value 3420.561570
iter  60 value 3239.093686
iter  70 value 2885.018147
iter  80 value 2763.446637
iter  90 value 2705.644627
iter 100 value 2670.373296
final  value 2670.373296 
stopped after 100 iterations
# weights:  110
initial  value 9748.177974 
iter  10 value 4685.976511
iter  20 value 3422.549812
iter  30 value 3014.925954
iter  40 value 2736.889311
iter  50 value 2538.451580
iter  60 value 2433.498963
iter  70 value 2371.973706
iter  80 value 2330.525282
iter  90 value 2296.786647
iter 100 value 2259.246254
final  value 2259.246254 
stopped after 100 iterations
# weights:  30
initial  value 9160.724406 
iter  10 value 6867.196986
iter  20 value 6269.741546
iter  30 value 5993.841806
iter  40 value 5602.251759
iter  50 value 5436.588623
iter  60 value 5220.036910
iter  70 value 5140.225332
iter  80 value 4979.465745
iter  90 value 4924.462090
iter 100 value 4908.405395
final  value 4908.405395 
stopped after 100 iterations
# weights:  70
initial  value 9391.710190 
iter  10 value 5758.883115
iter  20 value 4811.974802
iter  30 value 4356.179295
iter  40 value 3938.079337
iter  50 value 3719.247036
iter  60 value 3585.620861
iter  70 value 3441.467498
iter  80 value 3341.203449
iter  90 value 3221.317400
iter 100 value 3145.733542
final  value 3145.733542 
stopped after 100 iterations
# weights:  110
initial  value 10600.819405 
iter  10 value 5084.522133
iter  20 value 4100.057290
iter  30 value 3683.126245
iter  40 value 3349.941872
iter  50 value 3057.057283
iter  60 value 2807.957284
iter  70 value 2684.222699
iter  80 value 2622.407925
iter  90 value 2590.128735
iter 100 value 2562.451520
final  value 2562.451520 
stopped after 100 iterations
# weights:  30
initial  value 9800.723063 
iter  10 value 6648.705007
iter  20 value 6021.687115
iter  30 value 5497.488606
iter  40 value 5040.284485
iter  50 value 4708.852901
iter  60 value 4417.047429
iter  70 value 4349.478073
iter  80 value 4264.149050
iter  90 value 4208.862311
iter 100 value 4185.895697
final  value 4185.895697 
stopped after 100 iterations
# weights:  70
initial  value 9873.201585 
iter  10 value 5336.373565
iter  20 value 4325.272947
iter  30 value 3895.389792
iter  40 value 3635.447380
iter  50 value 3353.561718
iter  60 value 3173.435257
iter  70 value 2999.350241
iter  80 value 2819.806505
iter  90 value 2743.576009
iter 100 value 2648.193057
final  value 2648.193057 
stopped after 100 iterations
# weights:  110
initial  value 9004.830997 
iter  10 value 4650.410522
iter  20 value 3600.067548
iter  30 value 3137.660901
iter  40 value 2821.183184
iter  50 value 2651.075153
iter  60 value 2508.227508
iter  70 value 2403.267648
iter  80 value 2334.916344
iter  90 value 2291.652809
iter 100 value 2256.923019
final  value 2256.923019 
stopped after 100 iterations
# weights:  30
initial  value 9814.627925 
iter  10 value 6500.450136
iter  20 value 6004.801251
iter  30 value 5270.268071
iter  40 value 4839.967534
iter  50 value 4597.559398
iter  60 value 4462.094854
iter  70 value 4443.765335
iter  80 value 4419.111124
iter  90 value 4228.326290
iter 100 value 4186.046456
final  value 4186.046456 
stopped after 100 iterations
# weights:  70
initial  value 9691.972205 
iter  10 value 4943.376235
iter  20 value 3632.903154
iter  30 value 3352.590822
iter  40 value 3106.454454
iter  50 value 2998.787953
iter  60 value 2890.009839
iter  70 value 2822.969726
iter  80 value 2773.750223
iter  90 value 2736.432571
iter 100 value 2693.813957
final  value 2693.813957 
stopped after 100 iterations
# weights:  110
initial  value 9608.141178 
iter  10 value 4673.848350
iter  20 value 3402.508585
iter  30 value 2990.257988
iter  40 value 2759.812370
iter  50 value 2652.530662
iter  60 value 2540.455186
iter  70 value 2458.657897
iter  80 value 2398.475542
iter  90 value 2357.640229
iter 100 value 2324.623105
final  value 2324.623105 
stopped after 100 iterations
# weights:  30
initial  value 9667.819169 
iter  10 value 6719.329659
iter  20 value 5844.967046
iter  30 value 5638.769022
iter  40 value 5368.093803
iter  50 value 5215.446217
iter  60 value 5189.678952
iter  70 value 5189.117805
final  value 5189.111550 
converged
# weights:  70
initial  value 8849.552142 
iter  10 value 4988.824936
iter  20 value 4501.507085
iter  30 value 3882.486630
iter  40 value 3405.341515
iter  50 value 3193.529012
iter  60 value 3075.342791
iter  70 value 3041.702946
iter  80 value 3024.979240
iter  90 value 3013.155206
iter 100 value 3010.461955
final  value 3010.461955 
stopped after 100 iterations
# weights:  110
initial  value 10489.567675 
iter  10 value 5239.723672
iter  20 value 3879.104631
iter  30 value 3304.293906
iter  40 value 2994.755409
iter  50 value 2788.597723
iter  60 value 2662.169326
iter  70 value 2583.457823
iter  80 value 2530.698860
iter  90 value 2492.173187
iter 100 value 2469.013571
final  value 2469.013571 
stopped after 100 iterations
# weights:  30
initial  value 9786.176099 
iter  10 value 7002.027668
iter  20 value 6488.334399
iter  30 value 6041.048517
iter  40 value 5839.832199
iter  50 value 5602.917413
iter  60 value 5287.509655
iter  70 value 5186.443442
iter  80 value 4965.716568
iter  90 value 4546.434152
iter 100 value 4503.566812
final  value 4503.566812 
stopped after 100 iterations
# weights:  70
initial  value 9523.106796 
iter  10 value 4768.227752
iter  20 value 3875.592195
iter  30 value 3389.934816
iter  40 value 3041.348010
iter  50 value 2840.737329
iter  60 value 2760.438786
iter  70 value 2723.352742
iter  80 value 2696.076524
iter  90 value 2671.193409
iter 100 value 2633.249950
final  value 2633.249950 
stopped after 100 iterations
# weights:  110
initial  value 10144.505399 
iter  10 value 4938.256939
iter  20 value 3694.850561
iter  30 value 3136.557095
iter  40 value 2820.178979
iter  50 value 2608.655621
iter  60 value 2478.138302
iter  70 value 2305.891532
iter  80 value 2201.406699
iter  90 value 2134.467808
iter 100 value 2101.444041
final  value 2101.444041 
stopped after 100 iterations
# weights:  30
initial  value 9296.773180 
iter  10 value 6781.554903
iter  20 value 6398.070930
iter  30 value 5956.236896
iter  40 value 5908.910489
iter  50 value 5788.701127
iter  60 value 5672.969982
iter  70 value 5608.370665
iter  80 value 5504.473775
iter  90 value 5091.579591
iter 100 value 4621.307697
final  value 4621.307697 
stopped after 100 iterations
# weights:  70
initial  value 9769.977387 
iter  10 value 5873.427453
iter  20 value 4425.355325
iter  30 value 3750.187949
iter  40 value 3216.200362
iter  50 value 2943.200674
iter  60 value 2880.519649
iter  70 value 2837.506764
iter  80 value 2804.884436
iter  90 value 2791.030351
iter 100 value 2771.189749
final  value 2771.189749 
stopped after 100 iterations
# weights:  110
initial  value 9603.559099 
iter  10 value 4870.600704
iter  20 value 3878.837322
iter  30 value 3378.140147
iter  40 value 2959.658576
iter  50 value 2603.510500
iter  60 value 2446.165232
iter  70 value 2355.261695
iter  80 value 2279.541391
iter  90 value 2204.242873
iter 100 value 2170.889769
final  value 2170.889769 
stopped after 100 iterations
# weights:  30
initial  value 10325.247523 
iter  10 value 6640.408783
iter  20 value 6082.991832
iter  30 value 5350.725332
iter  40 value 5018.153071
iter  50 value 4937.050039
iter  60 value 4928.376301
iter  70 value 4928.209482
iter  80 value 4928.049801
final  value 4928.012197 
converged
# weights:  70
initial  value 8958.316669 
iter  10 value 5325.032463
iter  20 value 4257.110097
iter  30 value 3965.491590
iter  40 value 3563.233882
iter  50 value 3268.981918
iter  60 value 3193.967257
iter  70 value 3168.732699
iter  80 value 3118.900214
iter  90 value 3081.658013
iter 100 value 3066.470014
final  value 3066.470014 
stopped after 100 iterations
# weights:  110
initial  value 9792.288537 
iter  10 value 4961.798418
iter  20 value 3575.038366
iter  30 value 3275.443601
iter  40 value 2955.429358
iter  50 value 2831.668912
iter  60 value 2739.457800
iter  70 value 2632.580729
iter  80 value 2571.977561
iter  90 value 2540.706574
iter 100 value 2525.018088
final  value 2525.018088 
stopped after 100 iterations
# weights:  30
initial  value 9504.955486 
iter  10 value 6410.552824
iter  20 value 5723.647951
iter  30 value 5235.916607
iter  40 value 4683.248549
iter  50 value 4593.017977
iter  60 value 4559.074453
iter  70 value 4555.160250
iter  80 value 4548.914386
iter  90 value 4509.895589
iter 100 value 4507.411534
final  value 4507.411534 
stopped after 100 iterations
# weights:  70
initial  value 9826.219785 
iter  10 value 5473.138105
iter  20 value 4576.794321
iter  30 value 3968.307044
iter  40 value 3574.314555
iter  50 value 3452.603362
iter  60 value 3332.394702
iter  70 value 3115.902050
iter  80 value 3004.731435
iter  90 value 2957.445853
iter 100 value 2934.723833
final  value 2934.723833 
stopped after 100 iterations
# weights:  110
initial  value 9946.850371 
iter  10 value 4830.865656
iter  20 value 3652.076953
iter  30 value 3150.896757
iter  40 value 2819.435740
iter  50 value 2607.397934
iter  60 value 2445.360373
iter  70 value 2318.015153
iter  80 value 2223.082689
iter  90 value 2183.121576
iter 100 value 2165.286460
final  value 2165.286460 
stopped after 100 iterations
# weights:  30
initial  value 10127.081552 
iter  10 value 6440.384488
iter  20 value 5975.328996
iter  30 value 5301.637855
iter  40 value 4784.134861
iter  50 value 4412.177414
iter  60 value 4273.584659
iter  70 value 4263.053985
iter  80 value 4239.633660
iter  90 value 4204.769368
iter 100 value 4198.493122
final  value 4198.493122 
stopped after 100 iterations
# weights:  70
initial  value 10221.977613 
iter  10 value 5841.101599
iter  20 value 4803.940445
iter  30 value 3839.946827
iter  40 value 3214.959056
iter  50 value 2953.994184
iter  60 value 2843.144952
iter  70 value 2770.953987
iter  80 value 2724.028093
iter  90 value 2702.550189
iter 100 value 2674.215186
final  value 2674.215186 
stopped after 100 iterations
# weights:  110
initial  value 8494.590968 
iter  10 value 4874.823790
iter  20 value 3511.049909
iter  30 value 2994.275482
iter  40 value 2793.940406
iter  50 value 2652.907125
iter  60 value 2499.191345
iter  70 value 2320.457210
iter  80 value 2212.264681
iter  90 value 2155.624021
iter 100 value 2138.647683
final  value 2138.647683 
stopped after 100 iterations
# weights:  30
initial  value 9955.787796 
iter  10 value 7222.666854
iter  20 value 6640.546495
iter  30 value 5766.752923
iter  40 value 5196.521669
iter  50 value 4958.407951
iter  60 value 4921.631105
iter  70 value 4919.375776
iter  80 value 4916.936320
final  value 4916.437084 
converged
# weights:  70
initial  value 10718.273216 
iter  10 value 5087.245410
iter  20 value 4193.232822
iter  30 value 3617.210897
iter  40 value 3308.361933
iter  50 value 3182.251295
iter  60 value 3102.525712
iter  70 value 3057.948229
iter  80 value 3039.199064
iter  90 value 3030.811262
iter 100 value 3028.506721
final  value 3028.506721 
stopped after 100 iterations
# weights:  110
initial  value 9631.245781 
iter  10 value 4930.234199
iter  20 value 4121.073965
iter  30 value 3543.785589
iter  40 value 3108.276220
iter  50 value 2925.107984
iter  60 value 2788.623231
iter  70 value 2690.085973
iter  80 value 2622.493224
iter  90 value 2553.481371
iter 100 value 2488.897531
final  value 2488.897531 
stopped after 100 iterations
# weights:  30
initial  value 10466.539182 
iter  10 value 7451.814444
iter  20 value 6400.016304
iter  30 value 5838.381475
iter  40 value 5380.025310
iter  50 value 4913.918359
iter  60 value 4653.421875
iter  70 value 4625.984909
iter  80 value 4568.961523
iter  90 value 4524.096645
iter 100 value 4515.934040
final  value 4515.934040 
stopped after 100 iterations
# weights:  70
initial  value 10080.886801 
iter  10 value 4926.935482
iter  20 value 3841.942955
iter  30 value 3355.656354
iter  40 value 3114.413962
iter  50 value 2974.940256
iter  60 value 2867.416844
iter  70 value 2810.913237
iter  80 value 2768.502043
iter  90 value 2714.242417
iter 100 value 2651.045280
final  value 2651.045280 
stopped after 100 iterations
# weights:  110
initial  value 10676.294825 
iter  10 value 4935.379589
iter  20 value 3668.658230
iter  30 value 2966.221791
iter  40 value 2701.660865
iter  50 value 2479.815956
iter  60 value 2362.731620
iter  70 value 2304.486926
iter  80 value 2281.282607
iter  90 value 2263.579024
iter 100 value 2237.186412
final  value 2237.186412 
stopped after 100 iterations
# weights:  30
initial  value 10157.620794 
iter  10 value 6604.677841
iter  20 value 5732.556033
iter  30 value 5492.493819
iter  40 value 4981.507570
iter  50 value 4781.887175
iter  60 value 4730.588545
iter  70 value 4718.502588
iter  80 value 4716.031738
iter  90 value 4715.239444
iter 100 value 4713.382387
final  value 4713.382387 
stopped after 100 iterations
# weights:  70
initial  value 10371.015405 
iter  10 value 5710.237512
iter  20 value 4744.480340
iter  30 value 4290.658252
iter  40 value 3565.289278
iter  50 value 3123.597863
iter  60 value 2956.373544
iter  70 value 2876.886164
iter  80 value 2752.431576
iter  90 value 2630.665687
iter 100 value 2566.737614
final  value 2566.737614 
stopped after 100 iterations
# weights:  110
initial  value 10062.925702 
iter  10 value 4910.894260
iter  20 value 3578.512592
iter  30 value 3053.739958
iter  40 value 2781.311515
iter  50 value 2508.061634
iter  60 value 2379.083772
iter  70 value 2295.248393
iter  80 value 2238.308571
iter  90 value 2186.729331
iter 100 value 2165.302529
final  value 2165.302529 
stopped after 100 iterations
# weights:  30
initial  value 9639.401375 
iter  10 value 6894.225900
iter  20 value 6191.795359
iter  30 value 5599.673486
iter  40 value 5163.887104
iter  50 value 4979.243551
iter  60 value 4925.105912
iter  70 value 4911.990829
iter  80 value 4901.936825
iter  90 value 4899.873042
final  value 4899.872292 
converged
# weights:  70
initial  value 8706.246332 
iter  10 value 5149.806032
iter  20 value 4405.027396
iter  30 value 3941.277159
iter  40 value 3651.403483
iter  50 value 3262.736563
iter  60 value 3103.999665
iter  70 value 3069.824043
iter  80 value 3057.785019
iter  90 value 3041.523234
iter 100 value 3031.172264
final  value 3031.172264 
stopped after 100 iterations
# weights:  110
initial  value 9939.432630 
iter  10 value 5014.588489
iter  20 value 3795.978715
iter  30 value 3264.214942
iter  40 value 3062.245801
iter  50 value 2739.620899
iter  60 value 2608.900493
iter  70 value 2534.465632
iter  80 value 2509.503482
iter  90 value 2491.264845
iter 100 value 2477.953022
final  value 2477.953022 
stopped after 100 iterations
# weights:  30
initial  value 9454.159065 
iter  10 value 6753.835249
iter  20 value 6229.385492
iter  30 value 5703.849417
iter  40 value 5237.830893
iter  50 value 5018.857945
iter  60 value 4965.796095
iter  70 value 4952.648553
iter  80 value 4914.514744
iter  90 value 4594.891738
iter 100 value 4519.871034
final  value 4519.871034 
stopped after 100 iterations
# weights:  70
initial  value 10640.078839 
iter  10 value 5056.089891
iter  20 value 4087.605338
iter  30 value 3569.955076
iter  40 value 3054.288593
iter  50 value 2863.913661
iter  60 value 2794.896574
iter  70 value 2700.033065
iter  80 value 2626.200741
iter  90 value 2575.332435
iter 100 value 2551.280763
final  value 2551.280763 
stopped after 100 iterations
# weights:  110
initial  value 9253.389572 
iter  10 value 4448.122378
iter  20 value 3338.435870
iter  30 value 2947.380107
iter  40 value 2707.546556
iter  50 value 2550.141990
iter  60 value 2449.666660
iter  70 value 2343.794924
iter  80 value 2292.896525
iter  90 value 2254.278203
iter 100 value 2221.373065
final  value 2221.373065 
stopped after 100 iterations
# weights:  30
initial  value 9226.699199 
iter  10 value 6951.008816
iter  20 value 6448.995480
iter  30 value 5493.789021
iter  40 value 4802.210050
iter  50 value 4596.795694
iter  60 value 4567.939042
iter  70 value 4554.788858
iter  80 value 4541.201930
iter  90 value 4523.173274
iter 100 value 4493.887551
final  value 4493.887551 
stopped after 100 iterations
# weights:  70
initial  value 10169.435195 
iter  10 value 5605.565975
iter  20 value 4503.741581
iter  30 value 4111.909922
iter  40 value 3573.444094
iter  50 value 3120.173462
iter  60 value 2875.660640
iter  70 value 2723.228519
iter  80 value 2674.869377
iter  90 value 2645.559587
iter 100 value 2626.511324
final  value 2626.511324 
stopped after 100 iterations
# weights:  110
initial  value 10700.459326 
iter  10 value 4534.549663
iter  20 value 3163.813680
iter  30 value 2866.432183
iter  40 value 2612.061246
iter  50 value 2467.345155
iter  60 value 2392.886693
iter  70 value 2328.756618
iter  80 value 2283.757339
iter  90 value 2242.038631
iter 100 value 2227.579848
final  value 2227.579848 
stopped after 100 iterations
# weights:  30
initial  value 9414.536536 
iter  10 value 6619.334106
iter  20 value 5890.505150
iter  30 value 5486.151349
iter  40 value 5125.101185
iter  50 value 4933.103067
iter  60 value 4911.198630
iter  70 value 4910.182424
iter  80 value 4909.539974
final  value 4909.440413 
converged
# weights:  70
initial  value 10778.296953 
iter  10 value 5477.492818
iter  20 value 4496.154194
iter  30 value 3810.454607
iter  40 value 3446.522969
iter  50 value 3204.503132
iter  60 value 3076.811620
iter  70 value 3039.897808
iter  80 value 3027.716278
iter  90 value 3019.387485
iter 100 value 3014.551977
final  value 3014.551977 
stopped after 100 iterations
# weights:  110
initial  value 11468.215245 
iter  10 value 4726.714274
iter  20 value 3416.481934
iter  30 value 3033.813910
iter  40 value 2815.862854
iter  50 value 2640.962383
iter  60 value 2550.154891
iter  70 value 2504.055097
iter  80 value 2484.919187
iter  90 value 2476.880061
iter 100 value 2472.454436
final  value 2472.454436 
stopped after 100 iterations
# weights:  30
initial  value 9079.817980 
iter  10 value 6801.287905
iter  20 value 6188.187102
iter  30 value 5686.764806
iter  40 value 5214.360460
iter  50 value 4740.914241
iter  60 value 4499.629587
iter  70 value 4453.640639
iter  80 value 4395.258344
iter  90 value 4235.977575
iter 100 value 4197.939668
final  value 4197.939668 
stopped after 100 iterations
# weights:  70
initial  value 9812.581839 
iter  10 value 5337.707044
iter  20 value 4402.818026
iter  30 value 3761.477390
iter  40 value 3440.987298
iter  50 value 3152.171652
iter  60 value 2940.467115
iter  70 value 2827.743078
iter  80 value 2738.877430
iter  90 value 2635.595603
iter 100 value 2596.049935
final  value 2596.049935 
stopped after 100 iterations
# weights:  110
initial  value 9484.170582 
iter  10 value 4901.156885
iter  20 value 3946.352010
iter  30 value 3126.982191
iter  40 value 2773.974972
iter  50 value 2535.297085
iter  60 value 2373.265445
iter  70 value 2247.277563
iter  80 value 2143.406808
iter  90 value 2122.380236
iter 100 value 2109.785379
final  value 2109.785379 
stopped after 100 iterations
# weights:  30
initial  value 9772.363119 
iter  10 value 6448.031205
iter  20 value 5834.619261
iter  30 value 4974.224040
iter  40 value 4653.266412
iter  50 value 4597.392379
iter  60 value 4540.444443
iter  70 value 4534.288699
iter  80 value 4526.251799
iter  90 value 4479.242042
iter 100 value 4475.079270
final  value 4475.079270 
stopped after 100 iterations
# weights:  70
initial  value 9466.060849 
iter  10 value 5116.326852
iter  20 value 4029.205263
iter  30 value 3696.841336
iter  40 value 3298.427104
iter  50 value 2932.493737
iter  60 value 2768.936546
iter  70 value 2692.147866
iter  80 value 2667.485542
iter  90 value 2644.918460
iter 100 value 2629.252689
final  value 2629.252689 
stopped after 100 iterations
# weights:  110
initial  value 10381.600878 
iter  10 value 4358.082709
iter  20 value 3381.144627
iter  30 value 3056.409866
iter  40 value 2773.381789
iter  50 value 2503.169340
iter  60 value 2347.023785
iter  70 value 2254.304453
iter  80 value 2222.262171
iter  90 value 2208.517903
iter 100 value 2198.854272
final  value 2198.854272 
stopped after 100 iterations
# weights:  30
initial  value 9035.393928 
iter  10 value 6974.030313
iter  20 value 6323.893823
iter  30 value 5934.634207
iter  40 value 5488.700324
iter  50 value 5068.623032
iter  60 value 4957.492274
iter  70 value 4926.927376
iter  80 value 4913.670252
iter  90 value 4911.723661
iter  90 value 4911.723657
iter  90 value 4911.723657
final  value 4911.723657 
converged
# weights:  70
initial  value 10632.516771 
iter  10 value 5428.844413
iter  20 value 4488.636472
iter  30 value 4125.932117
iter  40 value 3722.720767
iter  50 value 3355.698081
iter  60 value 3177.680913
iter  70 value 3156.623069
iter  80 value 3145.021520
iter  90 value 3112.788156
iter 100 value 3081.392363
final  value 3081.392363 
stopped after 100 iterations
# weights:  110
initial  value 9970.741749 
iter  10 value 4721.485628
iter  20 value 3486.255205
iter  30 value 3097.581186
iter  40 value 2866.012202
iter  50 value 2693.100987
iter  60 value 2604.089947
iter  70 value 2540.509285
iter  80 value 2510.790612
iter  90 value 2497.347974
iter 100 value 2485.498838
final  value 2485.498838 
stopped after 100 iterations
# weights:  30
initial  value 9296.076236 
iter  10 value 6787.290361
iter  20 value 6158.582858
iter  30 value 5163.151619
iter  40 value 4702.558303
iter  50 value 4476.177679
iter  60 value 4255.072736
iter  70 value 4243.270732
iter  80 value 4218.575156
iter  90 value 4193.262771
iter 100 value 4174.880567
final  value 4174.880567 
stopped after 100 iterations
# weights:  70
initial  value 11355.138041 
iter  10 value 6021.352073
iter  20 value 4831.589067
iter  30 value 4021.629080
iter  40 value 3367.236512
iter  50 value 3082.302422
iter  60 value 2970.886113
iter  70 value 2938.885267
iter  80 value 2922.985762
iter  90 value 2921.642710
iter 100 value 2917.293298
final  value 2917.293298 
stopped after 100 iterations
# weights:  110
initial  value 10054.389515 
iter  10 value 4925.553176
iter  20 value 3566.340380
iter  30 value 3043.365994
iter  40 value 2668.825419
iter  50 value 2461.422030
iter  60 value 2343.753053
iter  70 value 2224.646240
iter  80 value 2180.761767
iter  90 value 2147.130585
iter 100 value 2131.383087
final  value 2131.383087 
stopped after 100 iterations
# weights:  30
initial  value 10262.007793 
iter  10 value 7105.940823
iter  20 value 6384.898776
iter  30 value 5271.961029
iter  40 value 4722.493598
iter  50 value 4452.839628
iter  60 value 4302.004563
iter  70 value 4274.871293
iter  80 value 4238.135553
iter  90 value 4181.396581
iter 100 value 4174.870169
final  value 4174.870169 
stopped after 100 iterations
# weights:  70
initial  value 10211.371161 
iter  10 value 5080.258733
iter  20 value 3723.189575
iter  30 value 3348.804388
iter  40 value 3023.938950
iter  50 value 2852.767438
iter  60 value 2656.138566
iter  70 value 2587.839314
iter  80 value 2561.174543
iter  90 value 2539.192824
iter 100 value 2518.265117
final  value 2518.265117 
stopped after 100 iterations
# weights:  110
initial  value 8727.010582 
iter  10 value 4336.014776
iter  20 value 3339.663733
iter  30 value 2985.773126
iter  40 value 2698.649721
iter  50 value 2538.083593
iter  60 value 2450.545764
iter  70 value 2376.118300
iter  80 value 2314.663153
iter  90 value 2271.899337
iter 100 value 2256.487241
final  value 2256.487241 
stopped after 100 iterations
# weights:  30
initial  value 9643.287738 
iter  10 value 7293.973503
iter  20 value 6649.944248
iter  30 value 6265.393287
iter  40 value 5752.031664
iter  50 value 5455.182030
iter  60 value 5072.290423
iter  70 value 5025.502935
iter  80 value 4963.400891
iter  90 value 4930.618881
iter 100 value 4929.160025
final  value 4929.160025 
stopped after 100 iterations
# weights:  70
initial  value 9381.722953 
iter  10 value 4796.091962
iter  20 value 3787.515929
iter  30 value 3497.319242
iter  40 value 3331.783227
iter  50 value 3214.765682
iter  60 value 3149.536805
iter  70 value 3112.205688
iter  80 value 3044.764051
iter  90 value 3023.104279
iter 100 value 3014.685508
final  value 3014.685508 
stopped after 100 iterations
# weights:  110
initial  value 11415.304485 
iter  10 value 4727.886695
iter  20 value 3544.911013
iter  30 value 3108.707769
iter  40 value 2871.185359
iter  50 value 2735.388791
iter  60 value 2656.298684
iter  70 value 2575.406910
iter  80 value 2507.486782
iter  90 value 2479.403793
iter 100 value 2462.723273
final  value 2462.723273 
stopped after 100 iterations
# weights:  30
initial  value 10079.856520 
iter  10 value 6374.256985
iter  20 value 5846.984891
iter  30 value 5236.652547
iter  40 value 4685.188853
iter  50 value 4364.445621
iter  60 value 4238.737990
iter  70 value 4226.080172
iter  80 value 4212.654372
iter  90 value 4189.397881
iter 100 value 4180.616687
final  value 4180.616687 
stopped after 100 iterations
# weights:  70
initial  value 9018.162756 
iter  10 value 5053.854868
iter  20 value 4289.192308
iter  30 value 3712.474039
iter  40 value 3365.955528
iter  50 value 3074.978818
iter  60 value 2967.701532
iter  70 value 2931.120247
iter  80 value 2910.968248
iter  90 value 2899.140816
iter 100 value 2879.984205
final  value 2879.984205 
stopped after 100 iterations
# weights:  110
initial  value 11445.394524 
iter  10 value 4701.528937
iter  20 value 3758.647958
iter  30 value 3186.525848
iter  40 value 2885.462002
iter  50 value 2678.469119
iter  60 value 2442.126874
iter  70 value 2252.064166
iter  80 value 2181.747233
iter  90 value 2146.386463
iter 100 value 2126.094502
final  value 2126.094502 
stopped after 100 iterations
# weights:  30
initial  value 10726.376681 
iter  10 value 6587.664848
iter  20 value 5935.355481
iter  30 value 5270.621140
iter  40 value 4889.520342
iter  50 value 4629.411787
iter  60 value 4545.035875
iter  70 value 4537.452271
iter  80 value 4524.182020
iter  90 value 4505.608987
iter 100 value 4505.110347
final  value 4505.110347 
stopped after 100 iterations
# weights:  70
initial  value 9315.568209 
iter  10 value 5231.019907
iter  20 value 4198.677926
iter  30 value 3898.489047
iter  40 value 3523.838828
iter  50 value 3165.637557
iter  60 value 2908.846128
iter  70 value 2842.312010
iter  80 value 2792.767333
iter  90 value 2748.691904
iter 100 value 2719.633142
final  value 2719.633142 
stopped after 100 iterations
# weights:  110
initial  value 10190.069175 
iter  10 value 4965.350908
iter  20 value 3641.967876
iter  30 value 3058.573312
iter  40 value 2829.868225
iter  50 value 2668.551300
iter  60 value 2581.535420
iter  70 value 2457.759617
iter  80 value 2344.031682
iter  90 value 2231.403616
iter 100 value 2148.911291
final  value 2148.911291 
stopped after 100 iterations
# weights:  30
initial  value 10572.516158 
iter  10 value 7001.571469
iter  20 value 6074.644945
iter  30 value 5669.768888
iter  40 value 5035.528034
iter  50 value 4934.387684
iter  60 value 4932.374061
final  value 4932.325512 
converged
# weights:  70
initial  value 9574.795003 
iter  10 value 5405.214623
iter  20 value 4055.548714
iter  30 value 3762.800318
iter  40 value 3501.397617
iter  50 value 3209.898748
iter  60 value 3100.318771
iter  70 value 3011.217016
iter  80 value 2963.316239
iter  90 value 2947.831660
iter 100 value 2943.769251
final  value 2943.769251 
stopped after 100 iterations
# weights:  110
initial  value 9158.443019 
iter  10 value 4531.301835
iter  20 value 3704.621978
iter  30 value 3165.688176
iter  40 value 2921.920171
iter  50 value 2706.453710
iter  60 value 2609.659342
iter  70 value 2541.084922
iter  80 value 2521.930783
iter  90 value 2508.935659
iter 100 value 2504.462090
final  value 2504.462090 
stopped after 100 iterations
# weights:  30
initial  value 9891.718350 
iter  10 value 6749.254702
iter  20 value 6057.002404
iter  30 value 5494.434863
iter  40 value 5137.474376
iter  50 value 4998.716922
iter  60 value 4807.362798
iter  70 value 4789.078691
iter  80 value 4777.464938
iter  90 value 4755.402666
iter 100 value 4751.870538
final  value 4751.870538 
stopped after 100 iterations
# weights:  70
initial  value 9622.454237 
iter  10 value 5430.929632
iter  20 value 4356.186850
iter  30 value 3920.345645
iter  40 value 3491.313334
iter  50 value 3114.163333
iter  60 value 2890.183592
iter  70 value 2727.481574
iter  80 value 2646.093361
iter  90 value 2583.849115
iter 100 value 2558.066819
final  value 2558.066819 
stopped after 100 iterations
# weights:  110
initial  value 11468.833077 
iter  10 value 4657.749292
iter  20 value 3351.661003
iter  30 value 2994.476473
iter  40 value 2782.299260
iter  50 value 2609.417010
iter  60 value 2477.774015
iter  70 value 2309.402748
iter  80 value 2196.598521
iter  90 value 2161.909446
iter 100 value 2140.952326
final  value 2140.952326 
stopped after 100 iterations
# weights:  30
initial  value 10495.749761 
iter  10 value 7627.080041
iter  20 value 6943.275172
iter  30 value 5579.340190
iter  40 value 4953.502568
iter  50 value 4845.865062
iter  60 value 4655.943441
iter  70 value 4624.996617
iter  80 value 4597.751825
iter  90 value 4542.054723
iter 100 value 4533.023637
final  value 4533.023637 
stopped after 100 iterations
# weights:  70
initial  value 10034.453611 
iter  10 value 4945.165888
iter  20 value 4226.968571
iter  30 value 3626.174789
iter  40 value 3213.614266
iter  50 value 2902.076539
iter  60 value 2707.436351
iter  70 value 2621.154118
iter  80 value 2587.400052
iter  90 value 2540.826061
iter 100 value 2518.369391
final  value 2518.369391 
stopped after 100 iterations
# weights:  110
initial  value 10091.780350 
iter  10 value 5146.263229
iter  20 value 3889.398169
iter  30 value 3343.085052
iter  40 value 2812.061614
iter  50 value 2580.220684
iter  60 value 2425.226038
iter  70 value 2317.792397
iter  80 value 2245.592078
iter  90 value 2204.420600
iter 100 value 2186.869601
final  value 2186.869601 
stopped after 100 iterations
# weights:  30
initial  value 10317.242961 
iter  10 value 7453.840906
iter  20 value 6992.785814
iter  30 value 6371.864073
iter  40 value 5745.493005
iter  50 value 5186.486475
iter  60 value 5050.286475
iter  70 value 5018.433620
iter  80 value 4950.527611
iter  90 value 4919.446159
final  value 4919.348689 
converged
# weights:  70
initial  value 9379.584944 
iter  10 value 5254.868308
iter  20 value 4416.253904
iter  30 value 3869.759270
iter  40 value 3518.342379
iter  50 value 3334.120644
iter  60 value 3223.329259
iter  70 value 3153.425725
iter  80 value 3125.236749
iter  90 value 3101.130229
iter 100 value 3080.553187
final  value 3080.553187 
stopped after 100 iterations
# weights:  110
initial  value 10458.173575 
iter  10 value 4679.441991
iter  20 value 3649.626182
iter  30 value 3207.367999
iter  40 value 2918.469302
iter  50 value 2739.779448
iter  60 value 2657.393841
iter  70 value 2581.555481
iter  80 value 2535.522018
iter  90 value 2515.267922
iter 100 value 2498.566261
final  value 2498.566261 
stopped after 100 iterations
# weights:  30
initial  value 10253.078215 
iter  10 value 6826.455609
iter  20 value 6229.331808
iter  30 value 5774.759469
iter  40 value 5229.139473
iter  50 value 4872.315217
iter  60 value 4554.272962
iter  70 value 4453.474478
iter  80 value 4334.638260
iter  90 value 4229.599580
iter 100 value 4203.095048
final  value 4203.095048 
stopped after 100 iterations
# weights:  70
initial  value 9363.588228 
iter  10 value 4979.985174
iter  20 value 3675.081646
iter  30 value 3374.844743
iter  40 value 3077.688937
iter  50 value 2899.788455
iter  60 value 2765.177481
iter  70 value 2672.805274
iter  80 value 2592.564800
iter  90 value 2559.165697
iter 100 value 2538.808178
final  value 2538.808178 
stopped after 100 iterations
# weights:  110
initial  value 10459.235473 
iter  10 value 4321.914932
iter  20 value 3382.251617
iter  30 value 2970.364846
iter  40 value 2686.982171
iter  50 value 2556.600969
iter  60 value 2460.503751
iter  70 value 2389.076119
iter  80 value 2331.300495
iter  90 value 2267.697770
iter 100 value 2212.553784
final  value 2212.553784 
stopped after 100 iterations
# weights:  30
initial  value 9997.495944 
iter  10 value 6415.677548
iter  20 value 5691.172466
iter  30 value 5111.884703
iter  40 value 4535.245565
iter  50 value 4367.891860
iter  60 value 4255.046028
iter  70 value 4246.021903
iter  80 value 4228.615673
iter  90 value 4199.667324
iter 100 value 4189.004010
final  value 4189.004010 
stopped after 100 iterations
# weights:  70
initial  value 10062.061653 
iter  10 value 4993.422823
iter  20 value 4340.942761
iter  30 value 3929.118567
iter  40 value 3370.781445
iter  50 value 3032.935864
iter  60 value 2891.232913
iter  70 value 2842.081636
iter  80 value 2817.407123
iter  90 value 2801.608618
iter 100 value 2783.960842
final  value 2783.960842 
stopped after 100 iterations
# weights:  110
initial  value 10237.242813 
iter  10 value 5104.600868
iter  20 value 3682.736254
iter  30 value 3189.728249
iter  40 value 2851.836442
iter  50 value 2630.292993
iter  60 value 2495.331244
iter  70 value 2344.420581
iter  80 value 2274.055729
iter  90 value 2230.869770
iter 100 value 2204.536839
final  value 2204.536839 
stopped after 100 iterations
# weights:  30
initial  value 10339.129867 
iter  10 value 7086.117926
iter  20 value 6185.120759
iter  30 value 5247.472251
iter  40 value 4991.931035
iter  50 value 4921.172433
iter  60 value 4915.094365
iter  70 value 4914.469979
iter  80 value 4913.740362
final  value 4913.622731 
converged
# weights:  70
initial  value 9706.612739 
iter  10 value 4318.854386
iter  20 value 3652.091829
iter  30 value 3333.234535
iter  40 value 3163.345067
iter  50 value 3077.984080
iter  60 value 2994.468964
iter  70 value 2945.724948
iter  80 value 2923.161762
iter  90 value 2918.783537
iter 100 value 2918.248120
final  value 2918.248120 
stopped after 100 iterations
# weights:  110
initial  value 9051.422110 
iter  10 value 4858.549884
iter  20 value 3810.323152
iter  30 value 3296.867419
iter  40 value 2992.734989
iter  50 value 2809.894956
iter  60 value 2680.585019
iter  70 value 2537.303079
iter  80 value 2464.658123
iter  90 value 2443.587852
iter 100 value 2427.929893
final  value 2427.929893 
stopped after 100 iterations
# weights:  30
initial  value 9450.414456 
iter  10 value 7051.236479
iter  20 value 6235.695695
iter  30 value 5894.490067
iter  40 value 5756.285590
iter  50 value 5652.090994
iter  60 value 5246.560564
iter  70 value 4646.390832
iter  80 value 4322.411245
iter  90 value 4264.105472
iter 100 value 4213.846767
final  value 4213.846767 
stopped after 100 iterations
# weights:  70
initial  value 10437.636195 
iter  10 value 5472.244078
iter  20 value 4637.672280
iter  30 value 4169.613371
iter  40 value 3666.062619
iter  50 value 3155.856177
iter  60 value 2888.183321
iter  70 value 2761.828288
iter  80 value 2678.533171
iter  90 value 2641.130858
iter 100 value 2617.591045
final  value 2617.591045 
stopped after 100 iterations
# weights:  110
initial  value 10322.011033 
iter  10 value 4627.212426
iter  20 value 3563.039043
iter  30 value 3063.166707
iter  40 value 2817.363462
iter  50 value 2629.236254
iter  60 value 2431.953296
iter  70 value 2339.568524
iter  80 value 2292.722693
iter  90 value 2182.633928
iter 100 value 2136.282773
final  value 2136.282773 
stopped after 100 iterations
# weights:  30
initial  value 9486.718041 
iter  10 value 6974.879513
iter  20 value 6450.179537
iter  30 value 6042.006477
iter  40 value 5833.818685
iter  50 value 5375.137314
iter  60 value 5166.525534
iter  70 value 5138.595681
iter  80 value 4967.637887
iter  90 value 4768.814446
iter 100 value 4728.432622
final  value 4728.432622 
stopped after 100 iterations
# weights:  70
initial  value 10729.350730 
iter  10 value 5937.496238
iter  20 value 4661.536318
iter  30 value 4123.025579
iter  40 value 3845.024956
iter  50 value 3387.562127
iter  60 value 3038.974253
iter  70 value 2839.089678
iter  80 value 2761.539307
iter  90 value 2716.476905
iter 100 value 2682.322922
final  value 2682.322922 
stopped after 100 iterations
# weights:  110
initial  value 10346.116965 
iter  10 value 4993.841397
iter  20 value 3738.608606
iter  30 value 3201.262040
iter  40 value 2924.952159
iter  50 value 2769.953238
iter  60 value 2609.770380
iter  70 value 2526.734716
iter  80 value 2448.916876
iter  90 value 2400.593720
iter 100 value 2376.722009
final  value 2376.722009 
stopped after 100 iterations
# weights:  30
initial  value 9371.696368 
iter  10 value 6967.928282
iter  20 value 6238.462563
iter  30 value 5802.559925
iter  40 value 5322.987243
iter  50 value 5243.387995
iter  60 value 5198.245601
iter  70 value 5191.402088
iter  80 value 5186.318034
iter  90 value 5185.463572
final  value 5185.463225 
converged
# weights:  70
initial  value 10376.975434 
iter  10 value 5627.827434
iter  20 value 4257.169765
iter  30 value 3741.784803
iter  40 value 3323.544831
iter  50 value 3157.402895
iter  60 value 3109.659929
iter  70 value 3086.835532
iter  80 value 3065.380762
iter  90 value 3004.390362
iter 100 value 2945.523108
final  value 2945.523108 
stopped after 100 iterations
# weights:  110
initial  value 9759.617998 
iter  10 value 4871.175871
iter  20 value 3316.934493
iter  30 value 3042.728970
iter  40 value 2850.188552
iter  50 value 2621.107092
iter  60 value 2542.231243
iter  70 value 2480.436033
iter  80 value 2444.958482
iter  90 value 2430.377029
iter 100 value 2421.868583
final  value 2421.868583 
stopped after 100 iterations
# weights:  30
initial  value 9228.469193 
iter  10 value 7100.966286
iter  20 value 6455.575177
iter  30 value 5658.365159
iter  40 value 5043.077732
iter  50 value 4722.763390
iter  60 value 4426.623619
iter  70 value 4395.300182
iter  80 value 4306.064894
iter  90 value 4206.656524
iter 100 value 4185.265792
final  value 4185.265792 
stopped after 100 iterations
# weights:  70
initial  value 10392.859244 
iter  10 value 5329.354414
iter  20 value 4302.635401
iter  30 value 3947.862083
iter  40 value 3558.677928
iter  50 value 3232.815012
iter  60 value 3056.346223
iter  70 value 2931.838219
iter  80 value 2898.063499
iter  90 value 2880.025839
iter 100 value 2872.195972
final  value 2872.195972 
stopped after 100 iterations
# weights:  110
initial  value 9627.545850 
iter  10 value 4749.956775
iter  20 value 3512.649527
iter  30 value 3061.166572
iter  40 value 2830.877836
iter  50 value 2698.487636
iter  60 value 2591.501037
iter  70 value 2491.745913
iter  80 value 2449.503250
iter  90 value 2405.922374
iter 100 value 2380.151470
final  value 2380.151470 
stopped after 100 iterations
# weights:  30
initial  value 9661.120143 
iter  10 value 6849.169534
iter  20 value 6124.818523
iter  30 value 5841.459954
iter  40 value 5521.150124
iter  50 value 5209.005046
iter  60 value 4582.967035
iter  70 value 4477.493109
iter  80 value 4377.279680
iter  90 value 4228.660607
iter 100 value 4192.861129
final  value 4192.861129 
stopped after 100 iterations
# weights:  70
initial  value 9347.534991 
iter  10 value 5191.171074
iter  20 value 4172.547410
iter  30 value 3758.339565
iter  40 value 3325.528487
iter  50 value 3017.108771
iter  60 value 2857.011353
iter  70 value 2745.705772
iter  80 value 2695.907422
iter  90 value 2658.238547
iter 100 value 2615.511323
final  value 2615.511323 
stopped after 100 iterations
# weights:  110
initial  value 9208.860383 
iter  10 value 5458.266236
iter  20 value 3921.469441
iter  30 value 3415.790333
iter  40 value 2987.300576
iter  50 value 2758.522187
iter  60 value 2565.370148
iter  70 value 2395.014502
iter  80 value 2313.677505
iter  90 value 2260.200280
iter 100 value 2228.327680
final  value 2228.327680 
stopped after 100 iterations
# weights:  30
initial  value 11106.608140 
iter  10 value 6443.603010
iter  20 value 5700.527221
iter  30 value 5309.822355
iter  40 value 5204.356997
iter  50 value 5190.659776
iter  60 value 5186.297552
iter  70 value 5185.622223
iter  80 value 5185.504269
final  value 5185.480127 
converged
# weights:  70
initial  value 9847.346733 
iter  10 value 4861.933759
iter  20 value 4277.983626
iter  30 value 3692.715975
iter  40 value 3362.788824
iter  50 value 3174.472156
iter  60 value 3045.513227
iter  70 value 2984.692440
iter  80 value 2964.538240
iter  90 value 2953.135402
iter 100 value 2951.328409
final  value 2951.328409 
stopped after 100 iterations
# weights:  110
initial  value 9177.527575 
iter  10 value 4461.424117
iter  20 value 3495.342910
iter  30 value 3060.019348
iter  40 value 2817.346891
iter  50 value 2639.191347
iter  60 value 2575.520663
iter  70 value 2527.619107
iter  80 value 2509.943299
iter  90 value 2502.212186
iter 100 value 2491.065746
final  value 2491.065746 
stopped after 100 iterations
# weights:  30
initial  value 10199.033591 
iter  10 value 6316.403554
iter  20 value 5591.058213
iter  30 value 4837.333293
iter  40 value 4362.152695
iter  50 value 4279.349946
iter  60 value 4241.146548
iter  70 value 4234.953152
iter  80 value 4223.354488
iter  90 value 4193.142720
iter 100 value 4185.626027
final  value 4185.626027 
stopped after 100 iterations
# weights:  70
initial  value 9164.927740 
iter  10 value 4863.653366
iter  20 value 3930.428287
iter  30 value 3436.381546
iter  40 value 3121.585736
iter  50 value 2783.920014
iter  60 value 2703.162420
iter  70 value 2660.577099
iter  80 value 2633.200102
iter  90 value 2601.431938
iter 100 value 2579.367643
final  value 2579.367643 
stopped after 100 iterations
# weights:  110
initial  value 10183.090276 
iter  10 value 5011.246683
iter  20 value 3811.119718
iter  30 value 3214.846742
iter  40 value 2905.088356
iter  50 value 2719.608979
iter  60 value 2501.233042
iter  70 value 2364.156424
iter  80 value 2288.055093
iter  90 value 2211.303645
iter 100 value 2154.528576
final  value 2154.528576 
stopped after 100 iterations
# weights:  30
initial  value 8972.766317 
iter  10 value 6244.733785
iter  20 value 6078.645355
iter  30 value 5636.613541
iter  40 value 4875.858500
iter  50 value 4553.211291
iter  60 value 4518.186872
iter  70 value 4515.844421
iter  80 value 4512.970353
iter  90 value 4509.561466
iter 100 value 4509.003565
final  value 4509.003565 
stopped after 100 iterations
# weights:  70
initial  value 9299.773906 
iter  10 value 6371.284154
iter  20 value 5054.123565
iter  30 value 4296.410816
iter  40 value 3719.729741
iter  50 value 3252.733600
iter  60 value 2977.409102
iter  70 value 2847.473434
iter  80 value 2739.253760
iter  90 value 2656.261021
iter 100 value 2621.585790
final  value 2621.585790 
stopped after 100 iterations
# weights:  110
initial  value 10028.458789 
iter  10 value 4349.654221
iter  20 value 3441.098560
iter  30 value 2967.710665
iter  40 value 2795.620293
iter  50 value 2605.667211
iter  60 value 2490.271468
iter  70 value 2433.007442
iter  80 value 2370.228460
iter  90 value 2280.399497
iter 100 value 2223.169773
final  value 2223.169773 
stopped after 100 iterations
# weights:  30
initial  value 9585.988156 
iter  10 value 7107.764004
iter  20 value 6470.818512
iter  30 value 6080.632572
iter  40 value 5687.645723
iter  50 value 5310.281508
iter  60 value 5153.871792
iter  70 value 5094.354161
iter  80 value 4961.356490
iter  90 value 4918.184466
final  value 4918.141508 
converged
# weights:  70
initial  value 9906.407806 
iter  10 value 5620.317020
iter  20 value 4523.430089
iter  30 value 4054.382114
iter  40 value 3783.422844
iter  50 value 3668.408899
iter  60 value 3376.310309
iter  70 value 3265.630248
iter  80 value 3199.284139
iter  90 value 3140.405633
iter 100 value 3107.230422
final  value 3107.230422 
stopped after 100 iterations
# weights:  110
initial  value 9896.688400 
iter  10 value 5349.794699
iter  20 value 4192.288244
iter  30 value 3473.470484
iter  40 value 3172.306474
iter  50 value 2934.486069
iter  60 value 2798.312529
iter  70 value 2738.095530
iter  80 value 2683.295270
iter  90 value 2638.566247
iter 100 value 2568.721148
final  value 2568.721148 
stopped after 100 iterations
# weights:  30
initial  value 9190.446093 
iter  10 value 6661.037204
iter  20 value 6057.838351
iter  30 value 5438.141860
iter  40 value 4880.288117
iter  50 value 4612.289150
iter  60 value 4442.768016
iter  70 value 4413.128956
iter  80 value 4357.568882
iter  90 value 4228.214749
iter 100 value 4190.125730
final  value 4190.125730 
stopped after 100 iterations
# weights:  70
initial  value 9479.276505 
iter  10 value 5371.185651
iter  20 value 4521.251333
iter  30 value 3638.843993
iter  40 value 3318.516276
iter  50 value 2983.596205
iter  60 value 2860.772894
iter  70 value 2804.817973
iter  80 value 2778.720813
iter  90 value 2755.288377
iter 100 value 2741.520843
final  value 2741.520843 
stopped after 100 iterations
# weights:  110
initial  value 9251.843026 
iter  10 value 4582.335344
iter  20 value 3568.624511
iter  30 value 3013.789575
iter  40 value 2789.556825
iter  50 value 2610.762874
iter  60 value 2454.940805
iter  70 value 2345.392041
iter  80 value 2261.544970
iter  90 value 2209.748452
iter 100 value 2154.760501
final  value 2154.760501 
stopped after 100 iterations
# weights:  30
initial  value 10762.350748 
iter  10 value 7029.164034
iter  20 value 6647.478687
iter  30 value 5689.963356
iter  40 value 5248.416138
iter  50 value 5100.361529
iter  60 value 5078.376316
iter  70 value 5075.138106
iter  80 value 5048.103354
iter  90 value 4575.740505
iter 100 value 4495.716141
final  value 4495.716141 
stopped after 100 iterations
# weights:  70
initial  value 10649.221012 
iter  10 value 5186.797863
iter  20 value 3798.348211
iter  30 value 3356.356306
iter  40 value 3096.051548
iter  50 value 2953.612581
iter  60 value 2908.360109
iter  70 value 2863.229942
iter  80 value 2768.725801
iter  90 value 2726.851034
iter 100 value 2687.022305
final  value 2687.022305 
stopped after 100 iterations
# weights:  110
initial  value 8534.036567 
iter  10 value 5353.975281
iter  20 value 3809.509022
iter  30 value 3192.944432
iter  40 value 2812.435172
iter  50 value 2525.870201
iter  60 value 2308.072718
iter  70 value 2237.532461
iter  80 value 2183.481096
iter  90 value 2153.995380
iter 100 value 2125.069323
final  value 2125.069323 
stopped after 100 iterations
# weights:  30
initial  value 10021.500474 
iter  10 value 7095.640264
iter  20 value 6545.653600
iter  30 value 5932.090102
iter  40 value 5376.497458
iter  50 value 5020.075047
iter  60 value 4922.608586
iter  70 value 4911.629399
iter  80 value 4900.492812
final  value 4898.998398 
converged
# weights:  70
initial  value 9366.048586 
iter  10 value 5403.700335
iter  20 value 4371.737909
iter  30 value 3736.994670
iter  40 value 3398.862751
iter  50 value 3190.117827
iter  60 value 3091.431924
iter  70 value 3012.046477
iter  80 value 2971.922116
iter  90 value 2937.874147
iter 100 value 2915.947767
final  value 2915.947767 
stopped after 100 iterations
# weights:  110
initial  value 9714.354549 
iter  10 value 4352.070838
iter  20 value 3455.615902
iter  30 value 3036.370871
iter  40 value 2870.378085
iter  50 value 2756.002116
iter  60 value 2651.263198
iter  70 value 2592.086257
iter  80 value 2535.154224
iter  90 value 2474.217888
iter 100 value 2442.918763
final  value 2442.918763 
stopped after 100 iterations
# weights:  30
initial  value 9291.503987 
iter  10 value 7089.523352
iter  20 value 6468.594303
iter  30 value 6012.063660
iter  40 value 5746.447526
iter  50 value 5429.098981
iter  60 value 5096.288908
iter  70 value 4959.761048
iter  80 value 4723.268345
iter  90 value 4540.881569
iter 100 value 4496.336036
final  value 4496.336036 
stopped after 100 iterations
# weights:  70
initial  value 10079.556150 
iter  10 value 5544.894581
iter  20 value 4722.727989
iter  30 value 3963.493232
iter  40 value 3349.123333
iter  50 value 3052.089365
iter  60 value 2881.933184
iter  70 value 2823.415162
iter  80 value 2784.294673
iter  90 value 2759.956031
iter 100 value 2744.476889
final  value 2744.476889 
stopped after 100 iterations
# weights:  110
initial  value 9846.790950 
iter  10 value 4433.415806
iter  20 value 3201.446469
iter  30 value 2796.482395
iter  40 value 2560.139953
iter  50 value 2335.762901
iter  60 value 2227.562518
iter  70 value 2180.278612
iter  80 value 2160.043580
iter  90 value 2142.377411
iter 100 value 2127.589741
final  value 2127.589741 
stopped after 100 iterations
# weights:  30
initial  value 9592.385238 
iter  10 value 6823.909861
iter  20 value 6108.578377
iter  30 value 5342.556019
iter  40 value 4850.269193
iter  50 value 4544.894470
iter  60 value 4363.807230
iter  70 value 4314.178628
iter  80 value 4275.079518
iter  90 value 4234.146100
iter 100 value 4220.435502
final  value 4220.435502 
stopped after 100 iterations
# weights:  70
initial  value 9624.704868 
iter  10 value 4998.656622
iter  20 value 4334.965244
iter  30 value 3911.195031
iter  40 value 3393.475629
iter  50 value 3014.710799
iter  60 value 2826.463152
iter  70 value 2742.482285
iter  80 value 2668.736708
iter  90 value 2630.079495
iter 100 value 2617.144165
final  value 2617.144165 
stopped after 100 iterations
# weights:  110
initial  value 11216.022084 
iter  10 value 4781.882376
iter  20 value 3443.852318
iter  30 value 2946.836903
iter  40 value 2714.318051
iter  50 value 2540.770233
iter  60 value 2400.891838
iter  70 value 2280.662300
iter  80 value 2202.217476
iter  90 value 2142.672084
iter 100 value 2094.282872
final  value 2094.282872 
stopped after 100 iterations
# weights:  30
initial  value 9461.440502 
iter  10 value 7045.696882
iter  20 value 6304.875045
iter  30 value 5592.332175
iter  40 value 5186.979899
iter  50 value 4959.503888
iter  60 value 4942.520635
iter  70 value 4941.176170
iter  80 value 4940.338200
final  value 4940.141936 
converged
# weights:  70
initial  value 10579.509006 
iter  10 value 6209.418633
iter  20 value 4929.861591
iter  30 value 4333.884598
iter  40 value 3815.626389
iter  50 value 3347.619957
iter  60 value 3156.704342
iter  70 value 3083.209521
iter  80 value 3011.929617
iter  90 value 2975.541212
iter 100 value 2963.717251
final  value 2963.717251 
stopped after 100 iterations
# weights:  110
initial  value 9800.800064 
iter  10 value 4728.548729
iter  20 value 3515.159117
iter  30 value 3046.686243
iter  40 value 2846.541253
iter  50 value 2669.572819
iter  60 value 2599.778946
iter  70 value 2543.965245
iter  80 value 2532.930984
iter  90 value 2527.456984
iter 100 value 2525.859865
final  value 2525.859865 
stopped after 100 iterations
# weights:  30
initial  value 10565.328792 
iter  10 value 6707.170137
iter  20 value 6081.320208
iter  30 value 5812.816572
iter  40 value 5122.045420
iter  50 value 4629.292181
iter  60 value 4540.781878
iter  70 value 4529.112825
iter  80 value 4517.336469
iter  90 value 4509.701846
iter 100 value 4507.989515
final  value 4507.989515 
stopped after 100 iterations
# weights:  70
initial  value 10204.685898 
iter  10 value 5498.085992
iter  20 value 4698.751819
iter  30 value 4199.718954
iter  40 value 3858.602399
iter  50 value 3641.849333
iter  60 value 3520.465950
iter  70 value 3447.251217
iter  80 value 3242.155713
iter  90 value 3025.055789
iter 100 value 2885.366524
final  value 2885.366524 
stopped after 100 iterations
# weights:  110
initial  value 10802.164427 
iter  10 value 5057.469486
iter  20 value 3751.183924
iter  30 value 3183.443816
iter  40 value 2852.490907
iter  50 value 2665.435448
iter  60 value 2501.587685
iter  70 value 2391.597766
iter  80 value 2331.742856
iter  90 value 2288.932221
iter 100 value 2259.968275
final  value 2259.968275 
stopped after 100 iterations
# weights:  30
initial  value 10158.772291 
iter  10 value 6780.214685
iter  20 value 6439.599289
iter  30 value 5974.691410
iter  40 value 5579.328171
iter  50 value 4909.360152
iter  60 value 4672.937405
iter  70 value 4627.840646
iter  80 value 4545.604347
iter  90 value 4348.176704
iter 100 value 4236.575626
final  value 4236.575626 
stopped after 100 iterations
# weights:  70
initial  value 9015.434218 
iter  10 value 5155.982639
iter  20 value 4188.676640
iter  30 value 3778.735062
iter  40 value 3285.650861
iter  50 value 3017.909058
iter  60 value 2746.331426
iter  70 value 2631.064940
iter  80 value 2589.733955
iter  90 value 2565.521115
iter 100 value 2541.944249
final  value 2541.944249 
stopped after 100 iterations
# weights:  110
initial  value 10681.972318 
iter  10 value 4694.991133
iter  20 value 3443.099318
iter  30 value 3008.404474
iter  40 value 2705.560536
iter  50 value 2564.964750
iter  60 value 2450.774057
iter  70 value 2394.887861
iter  80 value 2327.213426
iter  90 value 2273.253739
iter 100 value 2241.899583
final  value 2241.899583 
stopped after 100 iterations
# weights:  30
initial  value 9327.600653 
iter  10 value 6700.366960
iter  20 value 5960.640966
iter  30 value 5421.981921
iter  40 value 5102.308936
iter  50 value 4970.834340
iter  60 value 4927.239022
iter  70 value 4924.934211
iter  80 value 4923.924376
final  value 4923.833500 
converged
# weights:  70
initial  value 10080.212447 
iter  10 value 5533.115299
iter  20 value 4477.578825
iter  30 value 3888.559497
iter  40 value 3570.391489
iter  50 value 3323.286827
iter  60 value 3194.674356
iter  70 value 3090.207444
iter  80 value 2977.363887
iter  90 value 2916.507784
iter 100 value 2907.375661
final  value 2907.375661 
stopped after 100 iterations
# weights:  110
initial  value 10017.532971 
iter  10 value 5138.003338
iter  20 value 3944.226105
iter  30 value 3460.137664
iter  40 value 3171.497285
iter  50 value 2953.797607
iter  60 value 2781.899687
iter  70 value 2703.028376
iter  80 value 2663.336879
iter  90 value 2645.973436
iter 100 value 2624.000194
final  value 2624.000194 
stopped after 100 iterations
# weights:  30
initial  value 9289.127137 
iter  10 value 6939.331628
iter  20 value 6348.194807
iter  30 value 5459.806880
iter  40 value 4742.351427
iter  50 value 4511.711238
iter  60 value 4357.039776
iter  70 value 4340.523232
iter  80 value 4292.308802
iter  90 value 4228.817373
iter 100 value 4209.014867
final  value 4209.014867 
stopped after 100 iterations
# weights:  70
initial  value 9473.397243 
iter  10 value 5463.330151
iter  20 value 4325.824427
iter  30 value 3993.765948
iter  40 value 3370.278745
iter  50 value 2988.197064
iter  60 value 2868.566467
iter  70 value 2782.074708
iter  80 value 2678.696162
iter  90 value 2625.414865
iter 100 value 2570.633646
final  value 2570.633646 
stopped after 100 iterations
# weights:  110
initial  value 10014.173030 
iter  10 value 4753.506310
iter  20 value 3652.324842
iter  30 value 3237.911129
iter  40 value 2945.757804
iter  50 value 2782.199622
iter  60 value 2608.577358
iter  70 value 2492.909441
iter  80 value 2406.908119
iter  90 value 2347.911480
iter 100 value 2286.284751
final  value 2286.284751 
stopped after 100 iterations
# weights:  30
initial  value 10287.252373 
iter  10 value 6355.613909
iter  20 value 5498.587109
iter  30 value 4937.920457
iter  40 value 4601.849338
iter  50 value 4550.693803
iter  60 value 4526.113833
iter  70 value 4516.152590
iter  80 value 4509.739354
iter  90 value 4502.888279
iter 100 value 4497.053640
final  value 4497.053640 
stopped after 100 iterations
# weights:  70
initial  value 10365.615321 
iter  10 value 6125.793316
iter  20 value 4366.781074
iter  30 value 3720.516520
iter  40 value 3294.556265
iter  50 value 3023.220351
iter  60 value 2900.315328
iter  70 value 2842.655528
iter  80 value 2807.343163
iter  90 value 2789.393711
iter 100 value 2777.019986
final  value 2777.019986 
stopped after 100 iterations
# weights:  110
initial  value 9116.559186 
iter  10 value 4820.363408
iter  20 value 3585.724353
iter  30 value 3066.098346
iter  40 value 2794.762617
iter  50 value 2567.428636
iter  60 value 2464.054568
iter  70 value 2345.288394
iter  80 value 2268.673891
iter  90 value 2222.391109
iter 100 value 2196.075906
final  value 2196.075906 
stopped after 100 iterations
# weights:  30
initial  value 10675.058293 
iter  10 value 7026.617567
iter  20 value 6219.519799
iter  30 value 5819.715797
iter  40 value 5211.383764
iter  50 value 4962.940804
iter  60 value 4915.431892
iter  70 value 4914.125563
iter  80 value 4913.312970
final  value 4913.225314 
converged
# weights:  70
initial  value 10988.767528 
iter  10 value 5251.636691
iter  20 value 4135.567516
iter  30 value 3621.061880
iter  40 value 3318.874676
iter  50 value 3158.008632
iter  60 value 3063.007869
iter  70 value 2971.467982
iter  80 value 2916.555566
iter  90 value 2898.911407
iter 100 value 2893.035250
final  value 2893.035250 
stopped after 100 iterations
# weights:  110
initial  value 8923.977636 
iter  10 value 5025.460826
iter  20 value 3952.063873
iter  30 value 3331.014997
iter  40 value 3009.940463
iter  50 value 2862.082061
iter  60 value 2752.340436
iter  70 value 2609.131950
iter  80 value 2503.211770
iter  90 value 2458.951716
iter 100 value 2442.124771
final  value 2442.124771 
stopped after 100 iterations
# weights:  30
initial  value 9637.753524 
iter  10 value 6941.174377
iter  20 value 6400.157271
iter  30 value 5431.126417
iter  40 value 4835.733067
iter  50 value 4723.683936
iter  60 value 4639.860609
iter  70 value 4610.964864
iter  80 value 4577.403455
iter  90 value 4542.085637
iter 100 value 4532.327560
final  value 4532.327560 
stopped after 100 iterations
# weights:  70
initial  value 9201.126760 
iter  10 value 5189.424773
iter  20 value 4305.121727
iter  30 value 3991.445440
iter  40 value 3530.027556
iter  50 value 3265.693477
iter  60 value 3051.927765
iter  70 value 2982.285322
iter  80 value 2947.952194
iter  90 value 2921.172018
iter 100 value 2887.778475
final  value 2887.778475 
stopped after 100 iterations
# weights:  110
initial  value 9877.329613 
iter  10 value 4168.018558
iter  20 value 3197.217748
iter  30 value 2782.309745
iter  40 value 2583.933029
iter  50 value 2438.530203
iter  60 value 2365.234343
iter  70 value 2305.433283
iter  80 value 2251.879549
iter  90 value 2209.876149
iter 100 value 2170.914270
final  value 2170.914270 
stopped after 100 iterations
# weights:  30
initial  value 9151.943192 
iter  10 value 6231.787062
iter  20 value 5922.174303
iter  30 value 5321.686815
iter  40 value 5052.313884
iter  50 value 4863.488953
iter  60 value 4766.921899
iter  70 value 4752.195483
iter  80 value 4742.588646
iter  90 value 4720.992855
iter 100 value 4717.100834
final  value 4717.100834 
stopped after 100 iterations
# weights:  70
initial  value 10304.221014 
iter  10 value 4869.389935
iter  20 value 3678.652199
iter  30 value 3245.141223
iter  40 value 2976.965056
iter  50 value 2870.941216
iter  60 value 2795.206454
iter  70 value 2738.269196
iter  80 value 2725.321928
iter  90 value 2716.035058
iter 100 value 2712.573118
final  value 2712.573118 
stopped after 100 iterations
# weights:  110
initial  value 9927.478724 
iter  10 value 5315.991792
iter  20 value 3876.856896
iter  30 value 3164.696873
iter  40 value 2801.287708
iter  50 value 2635.656928
iter  60 value 2496.105608
iter  70 value 2411.238228
iter  80 value 2333.510530
iter  90 value 2288.900838
iter 100 value 2251.807952
final  value 2251.807952 
stopped after 100 iterations
# weights:  30
initial  value 8869.443749 
iter  10 value 6629.828160
iter  20 value 6000.444048
iter  30 value 5300.097055
iter  40 value 4955.980874
iter  50 value 4920.616201
iter  60 value 4918.021422
iter  70 value 4917.999004
iter  80 value 4917.960290
iter  90 value 4917.953580
final  value 4917.952107 
converged
# weights:  70
initial  value 10877.630303 
iter  10 value 5213.971510
iter  20 value 4380.708498
iter  30 value 4058.701709
iter  40 value 3501.301919
iter  50 value 3134.575013
iter  60 value 3029.582653
iter  70 value 2992.841149
iter  80 value 2961.933609
iter  90 value 2942.428533
iter 100 value 2919.807715
final  value 2919.807715 
stopped after 100 iterations
# weights:  110
initial  value 9603.974460 
iter  10 value 4846.522914
iter  20 value 3684.429649
iter  30 value 3184.493269
iter  40 value 2972.465495
iter  50 value 2872.835438
iter  60 value 2771.289651
iter  70 value 2650.057559
iter  80 value 2597.709533
iter  90 value 2564.421098
iter 100 value 2550.319576
final  value 2550.319576 
stopped after 100 iterations
# weights:  30
initial  value 10181.515479 
iter  10 value 6746.991656
iter  20 value 6145.244749
iter  30 value 5642.658435
iter  40 value 5321.990592
iter  50 value 5129.942570
iter  60 value 4887.949633
iter  70 value 4780.936499
iter  80 value 4691.727840
iter  90 value 4503.333431
iter 100 value 4494.330930
final  value 4494.330930 
stopped after 100 iterations
# weights:  70
initial  value 9422.803506 
iter  10 value 5037.349898
iter  20 value 4099.710575
iter  30 value 3639.597662
iter  40 value 3188.793862
iter  50 value 2907.391870
iter  60 value 2701.152273
iter  70 value 2578.707112
iter  80 value 2517.011092
iter  90 value 2491.899287
iter 100 value 2484.208818
final  value 2484.208818 
stopped after 100 iterations
# weights:  110
initial  value 10311.214235 
iter  10 value 4563.232819
iter  20 value 3125.557402
iter  30 value 2811.465711
iter  40 value 2596.491717
iter  50 value 2404.439967
iter  60 value 2254.540473
iter  70 value 2188.958577
iter  80 value 2163.186114
iter  90 value 2145.463260
iter 100 value 2122.889027
final  value 2122.889027 
stopped after 100 iterations
# weights:  30
initial  value 9179.574132 
iter  10 value 6849.135004
iter  20 value 6197.792997
iter  30 value 5750.880769
iter  40 value 5364.657250
iter  50 value 5268.722415
iter  60 value 5026.629574
iter  70 value 4912.292061
iter  80 value 4815.623664
iter  90 value 4725.205374
iter 100 value 4700.142689
final  value 4700.142689 
stopped after 100 iterations
# weights:  70
initial  value 9901.777383 
iter  10 value 6255.053992
iter  20 value 4863.029678
iter  30 value 4361.261843
iter  40 value 3738.432744
iter  50 value 3333.940887
iter  60 value 2998.899109
iter  70 value 2806.738751
iter  80 value 2704.385342
iter  90 value 2589.083484
iter 100 value 2517.945520
final  value 2517.945520 
stopped after 100 iterations
# weights:  110
initial  value 10309.140103 
iter  10 value 4670.187946
iter  20 value 3580.460588
iter  30 value 3133.094257
iter  40 value 2851.294962
iter  50 value 2671.537302
iter  60 value 2512.570491
iter  70 value 2388.068679
iter  80 value 2298.565342
iter  90 value 2243.585889
iter 100 value 2167.749502
final  value 2167.749502 
stopped after 100 iterations
# weights:  30
initial  value 9280.767179 
iter  10 value 7107.838318
iter  20 value 6559.618434
iter  30 value 5936.576540
iter  40 value 5643.930696
iter  50 value 5334.549816
iter  60 value 5234.927901
iter  70 value 5222.695336
iter  80 value 5180.751406
iter  90 value 5170.451889
final  value 5170.400404 
converged
# weights:  70
initial  value 10523.016418 
iter  10 value 5267.803691
iter  20 value 4301.031221
iter  30 value 3833.848090
iter  40 value 3495.296724
iter  50 value 3311.353864
iter  60 value 3171.314702
iter  70 value 3115.207710
iter  80 value 3062.667589
iter  90 value 3038.757223
iter 100 value 3025.326085
final  value 3025.326085 
stopped after 100 iterations
# weights:  110
initial  value 10132.408015 
iter  10 value 4770.853682
iter  20 value 3614.267915
iter  30 value 3148.523047
iter  40 value 2899.636216
iter  50 value 2672.568584
iter  60 value 2581.996713
iter  70 value 2522.897488
iter  80 value 2439.669490
iter  90 value 2388.607839
iter 100 value 2371.646735
final  value 2371.646735 
stopped after 100 iterations
# weights:  30
initial  value 9420.446436 
iter  10 value 6225.237174
iter  20 value 5844.693029
iter  30 value 5305.098646
iter  40 value 4899.690712
iter  50 value 4746.603739
iter  60 value 4722.222542
iter  70 value 4717.558333
iter  80 value 4711.372179
iter  90 value 4701.351418
iter 100 value 4698.739499
final  value 4698.739499 
stopped after 100 iterations
# weights:  70
initial  value 9911.492087 
iter  10 value 5652.531544
iter  20 value 4749.745049
iter  30 value 4085.794820
iter  40 value 3460.141003
iter  50 value 3171.877960
iter  60 value 2972.779647
iter  70 value 2727.924197
iter  80 value 2619.312293
iter  90 value 2590.736471
iter 100 value 2569.682824
final  value 2569.682824 
stopped after 100 iterations
# weights:  110
initial  value 9917.224575 
iter  10 value 4879.162366
iter  20 value 3385.024315
iter  30 value 2998.274187
iter  40 value 2745.749718
iter  50 value 2584.701695
iter  60 value 2486.014645
iter  70 value 2414.215835
iter  80 value 2328.602038
iter  90 value 2275.891355
iter 100 value 2223.482823
final  value 2223.482823 
stopped after 100 iterations
# weights:  30
initial  value 9319.819262 
iter  10 value 6435.814940
iter  20 value 5917.562015
iter  30 value 5381.118811
iter  40 value 4777.136289
iter  50 value 4476.199360
iter  60 value 4306.002996
iter  70 value 4272.343509
iter  80 value 4257.270182
iter  90 value 4230.598951
iter 100 value 4218.594811
final  value 4218.594811 
stopped after 100 iterations
# weights:  70
initial  value 11311.707217 
iter  10 value 5650.772099
iter  20 value 4389.477033
iter  30 value 3772.434162
iter  40 value 3367.564797
iter  50 value 3118.290659
iter  60 value 3005.623408
iter  70 value 2894.326421
iter  80 value 2804.183292
iter  90 value 2692.985278
iter 100 value 2616.257355
final  value 2616.257355 
stopped after 100 iterations
# weights:  110
initial  value 11020.181533 
iter  10 value 4752.752802
iter  20 value 3408.642204
iter  30 value 2997.524602
iter  40 value 2778.431340
iter  50 value 2626.211305
iter  60 value 2460.113556
iter  70 value 2358.103549
iter  80 value 2312.425119
iter  90 value 2264.442837
iter 100 value 2241.751542
final  value 2241.751542 
stopped after 100 iterations
# weights:  30
initial  value 9865.693783 
iter  10 value 6912.482837
iter  20 value 6153.806746
iter  30 value 5403.264479
iter  40 value 5121.933476
iter  50 value 4963.105868
iter  60 value 4934.556303
iter  70 value 4933.370782
iter  80 value 4933.040787
final  value 4932.988976 
converged
# weights:  70
initial  value 10911.606612 
iter  10 value 5589.487522
iter  20 value 4579.000643
iter  30 value 4029.698427
iter  40 value 3681.610776
iter  50 value 3337.704504
iter  60 value 3225.982669
iter  70 value 3169.556213
iter  80 value 3139.737568
iter  90 value 3100.553399
iter 100 value 3071.774221
final  value 3071.774221 
stopped after 100 iterations
# weights:  110
initial  value 10227.278364 
iter  10 value 5391.055653
iter  20 value 4297.858052
iter  30 value 3678.727708
iter  40 value 3333.216478
iter  50 value 3129.365260
iter  60 value 2986.951584
iter  70 value 2844.156020
iter  80 value 2683.276166
iter  90 value 2567.757340
iter 100 value 2527.055591
final  value 2527.055591 
stopped after 100 iterations
# weights:  30
initial  value 10054.167427 
iter  10 value 6477.666423
iter  20 value 6083.962757
iter  30 value 5617.944011
iter  40 value 4957.915927
iter  50 value 4547.938026
iter  60 value 4388.916411
iter  70 value 4355.095810
iter  80 value 4302.336987
iter  90 value 4247.555985
iter 100 value 4228.955204
final  value 4228.955204 
stopped after 100 iterations
# weights:  70
initial  value 9133.889012 
iter  10 value 5330.299070
iter  20 value 4215.547714
iter  30 value 3668.656478
iter  40 value 3172.927638
iter  50 value 2970.286002
iter  60 value 2862.064830
iter  70 value 2818.730707
iter  80 value 2756.727740
iter  90 value 2716.904471
iter 100 value 2698.300339
final  value 2698.300339 
stopped after 100 iterations
# weights:  110
initial  value 11436.151922 
iter  10 value 5142.510016
iter  20 value 3780.248806
iter  30 value 3281.374908
iter  40 value 2815.606645
iter  50 value 2661.486647
iter  60 value 2513.263627
iter  70 value 2348.725036
iter  80 value 2263.747213
iter  90 value 2230.164074
iter 100 value 2209.931726
final  value 2209.931726 
stopped after 100 iterations
# weights:  30
initial  value 9234.904023 
iter  10 value 6784.126734
iter  20 value 6263.898972
iter  30 value 5511.001626
iter  40 value 4869.753267
iter  50 value 4704.819062
iter  60 value 4544.306813
iter  70 value 4532.647113
iter  80 value 4521.517503
iter  90 value 4514.820184
iter 100 value 4514.430244
final  value 4514.430244 
stopped after 100 iterations
# weights:  70
initial  value 9458.161108 
iter  10 value 4691.373611
iter  20 value 3836.369369
iter  30 value 3498.972555
iter  40 value 3238.263816
iter  50 value 3028.252531
iter  60 value 2841.556421
iter  70 value 2767.258690
iter  80 value 2736.380906
iter  90 value 2719.983228
iter 100 value 2702.183949
final  value 2702.183949 
stopped after 100 iterations
# weights:  110
initial  value 10091.310436 
iter  10 value 4896.752179
iter  20 value 3796.366620
iter  30 value 3327.145779
iter  40 value 2959.688770
iter  50 value 2708.577899
iter  60 value 2576.831406
iter  70 value 2438.863892
iter  80 value 2331.114156
iter  90 value 2283.961041
iter 100 value 2251.685635
final  value 2251.685635 
stopped after 100 iterations
# weights:  30
initial  value 9541.737266 
iter  10 value 6656.650951
iter  20 value 6105.436783
iter  30 value 5489.601883
iter  40 value 5216.845569
iter  50 value 5017.541863
iter  60 value 4909.099848
iter  70 value 4906.950580
iter  80 value 4905.354255
final  value 4904.836060 
converged
# weights:  70
initial  value 9383.206932 
iter  10 value 4996.786392
iter  20 value 4069.752094
iter  30 value 3875.747707
iter  40 value 3530.125605
iter  50 value 3238.698364
iter  60 value 3130.752133
iter  70 value 3101.893692
iter  80 value 3048.902920
iter  90 value 2969.153463
iter 100 value 2921.049037
final  value 2921.049037 
stopped after 100 iterations
# weights:  110
initial  value 9546.695897 
iter  10 value 4603.885513
iter  20 value 3366.533674
iter  30 value 3131.391743
iter  40 value 2951.765700
iter  50 value 2836.270851
iter  60 value 2690.328369
iter  70 value 2573.415400
iter  80 value 2499.282912
iter  90 value 2480.231836
iter 100 value 2470.361420
final  value 2470.361420 
stopped after 100 iterations
# weights:  30
initial  value 9566.849944 
iter  10 value 7048.316697
iter  20 value 6107.670684
iter  30 value 5549.022692
iter  40 value 4993.032352
iter  50 value 4691.447578
iter  60 value 4579.614043
iter  70 value 4546.684223
iter  80 value 4515.297655
iter  90 value 4496.390478
iter 100 value 4495.177151
final  value 4495.177151 
stopped after 100 iterations
# weights:  70
initial  value 9396.866801 
iter  10 value 5844.988683
iter  20 value 4662.215677
iter  30 value 3893.763041
iter  40 value 3241.214824
iter  50 value 2971.707855
iter  60 value 2874.648641
iter  70 value 2840.202055
iter  80 value 2781.141243
iter  90 value 2726.666051
iter 100 value 2698.603841
final  value 2698.603841 
stopped after 100 iterations
# weights:  110
initial  value 8703.759433 
iter  10 value 4361.517068
iter  20 value 3228.671854
iter  30 value 2813.182489
iter  40 value 2613.672298
iter  50 value 2450.170337
iter  60 value 2321.060175
iter  70 value 2244.928301
iter  80 value 2194.138470
iter  90 value 2169.973940
iter 100 value 2143.826107
final  value 2143.826107 
stopped after 100 iterations
# weights:  30
initial  value 8826.098119 
iter  10 value 7219.807069
iter  20 value 6664.337175
iter  30 value 6001.406013
iter  40 value 5592.673384
iter  50 value 5435.144587
iter  60 value 5404.191963
iter  70 value 5393.136728
iter  80 value 5360.551728
iter  90 value 5186.506201
iter 100 value 5132.059864
final  value 5132.059864 
stopped after 100 iterations
# weights:  70
initial  value 9609.770479 
iter  10 value 5084.259017
iter  20 value 4147.837364
iter  30 value 3600.547564
iter  40 value 3245.562650
iter  50 value 3035.148147
iter  60 value 2908.441361
iter  70 value 2838.428039
iter  80 value 2788.329892
iter  90 value 2761.968122
iter 100 value 2729.671725
final  value 2729.671725 
stopped after 100 iterations
# weights:  110
initial  value 9155.338115 
iter  10 value 4520.489194
iter  20 value 3707.419003
iter  30 value 2979.215820
iter  40 value 2618.174972
iter  50 value 2447.929385
iter  60 value 2322.846629
iter  70 value 2228.412966
iter  80 value 2181.428341
iter  90 value 2157.123319
iter 100 value 2143.018081
final  value 2143.018081 
stopped after 100 iterations
# weights:  30
initial  value 8978.743121 
iter  10 value 6989.542443
iter  20 value 6305.661324
iter  30 value 5796.333017
iter  40 value 5248.888560
iter  50 value 5014.873998
iter  60 value 4964.517505
iter  70 value 4952.157405
iter  80 value 4923.768415
iter  90 value 4919.936362
final  value 4919.936262 
converged
# weights:  70
initial  value 10527.263189 
iter  10 value 5339.144058
iter  20 value 4749.444971
iter  30 value 4038.891666
iter  40 value 3657.713867
iter  50 value 3536.364562
iter  60 value 3433.536632
iter  70 value 3334.187843
iter  80 value 3228.253930
iter  90 value 3124.822367
iter 100 value 3088.923542
final  value 3088.923542 
stopped after 100 iterations
# weights:  110
initial  value 10269.647573 
iter  10 value 5145.944751
iter  20 value 4084.324384
iter  30 value 3517.456385
iter  40 value 3150.773995
iter  50 value 2904.717983
iter  60 value 2796.790353
iter  70 value 2725.084586
iter  80 value 2644.394076
iter  90 value 2561.736367
iter 100 value 2538.311228
final  value 2538.311228 
stopped after 100 iterations
# weights:  30
initial  value 10214.739338 
iter  10 value 6703.901097
iter  20 value 6353.158465
iter  30 value 5902.027886
iter  40 value 5593.855190
iter  50 value 5442.072395
iter  60 value 4938.767930
iter  70 value 4403.928976
iter  80 value 4275.993338
iter  90 value 4231.314192
iter 100 value 4210.097740
final  value 4210.097740 
stopped after 100 iterations
# weights:  70
initial  value 9683.801054 
iter  10 value 5437.108724
iter  20 value 4681.346285
iter  30 value 4167.499959
iter  40 value 3902.944231
iter  50 value 3580.487118
iter  60 value 3217.190558
iter  70 value 3028.427810
iter  80 value 2950.131821
iter  90 value 2883.668273
iter 100 value 2815.632442
final  value 2815.632442 
stopped after 100 iterations
# weights:  110
initial  value 9187.814784 
iter  10 value 4988.135107
iter  20 value 3438.296029
iter  30 value 2915.239367
iter  40 value 2696.116553
iter  50 value 2466.656624
iter  60 value 2369.529401
iter  70 value 2318.241664
iter  80 value 2279.640992
iter  90 value 2244.527783
iter 100 value 2201.761147
final  value 2201.761147 
stopped after 100 iterations
# weights:  30
initial  value 10203.537656 
iter  10 value 6664.191070
iter  20 value 6344.424023
iter  30 value 5315.277464
iter  40 value 4591.397576
iter  50 value 4322.520526
iter  60 value 4269.422246
iter  70 value 4249.494002
iter  80 value 4232.807883
iter  90 value 4196.142058
iter 100 value 4186.035870
final  value 4186.035870 
stopped after 100 iterations
# weights:  70
initial  value 9837.341163 
iter  10 value 5248.749138
iter  20 value 4227.669797
iter  30 value 3672.298404
iter  40 value 3339.280825
iter  50 value 3134.472087
iter  60 value 2957.153013
iter  70 value 2774.936090
iter  80 value 2645.214213
iter  90 value 2595.599706
iter 100 value 2578.921601
final  value 2578.921601 
stopped after 100 iterations
# weights:  110
initial  value 10213.810678 
iter  10 value 5012.421252
iter  20 value 3658.772551
iter  30 value 3024.936575
iter  40 value 2691.383501
iter  50 value 2482.640022
iter  60 value 2334.972222
iter  70 value 2268.218241
iter  80 value 2238.496035
iter  90 value 2216.102944
iter 100 value 2176.651187
final  value 2176.651187 
stopped after 100 iterations
# weights:  30
initial  value 9150.098144 
iter  10 value 6818.277634
iter  20 value 6101.644563
iter  30 value 5486.510213
iter  40 value 5251.645219
iter  50 value 5215.505917
iter  60 value 5204.228882
iter  70 value 5202.636257
iter  80 value 5201.041838
final  value 5200.822941 
converged
# weights:  70
initial  value 9889.633066 
iter  10 value 5028.033339
iter  20 value 4194.534158
iter  30 value 3689.491517
iter  40 value 3340.898731
iter  50 value 3156.912948
iter  60 value 3101.582296
iter  70 value 3071.546987
iter  80 value 3048.719070
iter  90 value 3037.609168
iter 100 value 3031.775763
final  value 3031.775763 
stopped after 100 iterations
# weights:  110
initial  value 9350.689510 
iter  10 value 4944.644886
iter  20 value 3426.166333
iter  30 value 3038.348376
iter  40 value 2828.301792
iter  50 value 2683.255209
iter  60 value 2616.607499
iter  70 value 2579.582294
iter  80 value 2562.628807
iter  90 value 2550.755688
iter 100 value 2542.586383
final  value 2542.586383 
stopped after 100 iterations
# weights:  30
initial  value 10559.346708 
iter  10 value 7129.819293
iter  20 value 6373.183770
iter  30 value 5847.323549
iter  40 value 5183.155629
iter  50 value 4563.533693
iter  60 value 4383.968672
iter  70 value 4331.010446
iter  80 value 4286.336022
iter  90 value 4220.329387
iter 100 value 4196.055847
final  value 4196.055847 
stopped after 100 iterations
# weights:  70
initial  value 11748.229005 
iter  10 value 4871.978372
iter  20 value 4072.677546
iter  30 value 3633.940578
iter  40 value 3257.441162
iter  50 value 2990.145484
iter  60 value 2782.029397
iter  70 value 2686.456715
iter  80 value 2645.429393
iter  90 value 2629.808756
iter 100 value 2620.825779
final  value 2620.825779 
stopped after 100 iterations
# weights:  110
initial  value 10840.541912 
iter  10 value 4346.134304
iter  20 value 3164.724401
iter  30 value 2703.115141
iter  40 value 2500.726269
iter  50 value 2332.753102
iter  60 value 2235.118607
iter  70 value 2183.531346
iter  80 value 2147.031586
iter  90 value 2119.608430
iter 100 value 2106.900592
final  value 2106.900592 
stopped after 100 iterations
# weights:  30
initial  value 9654.811514 
iter  10 value 7846.601439
iter  20 value 7182.579766
iter  30 value 6067.886042
iter  40 value 5482.347287
iter  50 value 4724.996329
iter  60 value 4578.524457
iter  70 value 4533.791205
iter  80 value 4509.251957
iter  90 value 4491.465907
iter 100 value 4489.837157
final  value 4489.837157 
stopped after 100 iterations
# weights:  70
initial  value 10371.505000 
iter  10 value 5280.871821
iter  20 value 4391.899049
iter  30 value 3753.035756
iter  40 value 3427.803185
iter  50 value 3062.041719
iter  60 value 2863.219755
iter  70 value 2724.087970
iter  80 value 2646.937782
iter  90 value 2595.138308
iter 100 value 2565.441631
final  value 2565.441631 
stopped after 100 iterations
# weights:  110
initial  value 11345.895282 
iter  10 value 4812.864052
iter  20 value 3694.927862
iter  30 value 3130.308356
iter  40 value 2817.255924
iter  50 value 2600.806756
iter  60 value 2485.275998
iter  70 value 2403.702635
iter  80 value 2363.669379
iter  90 value 2334.208489
iter 100 value 2313.075946
final  value 2313.075946 
stopped after 100 iterations
# weights:  30
initial  value 9297.322561 
iter  10 value 6657.291784
iter  20 value 6063.445132
iter  30 value 5383.806352
iter  40 value 5053.026067
iter  50 value 4934.615888
iter  60 value 4906.448962
iter  70 value 4904.689464
iter  80 value 4903.846815
final  value 4903.679085 
converged
# weights:  70
initial  value 9436.800851 
iter  10 value 5277.164462
iter  20 value 4579.654837
iter  30 value 4104.010921
iter  40 value 3825.838374
iter  50 value 3553.715002
iter  60 value 3274.055337
iter  70 value 3183.155706
iter  80 value 3126.076607
iter  90 value 3094.989740
iter 100 value 3059.508956
final  value 3059.508956 
stopped after 100 iterations
# weights:  110
initial  value 9694.366461 
iter  10 value 5048.289809
iter  20 value 3715.772260
iter  30 value 3412.195415
iter  40 value 3166.812382
iter  50 value 2941.176955
iter  60 value 2794.043126
iter  70 value 2639.913155
iter  80 value 2547.323468
iter  90 value 2514.986344
iter 100 value 2495.360413
final  value 2495.360413 
stopped after 100 iterations
# weights:  30
initial  value 9209.266188 
iter  10 value 6320.263074
iter  20 value 5972.561682
iter  30 value 5406.785932
iter  40 value 5157.101015
iter  50 value 5041.413073
iter  60 value 4830.886632
iter  70 value 4819.588255
iter  80 value 4785.629064
iter  90 value 4749.526201
iter 100 value 4741.470876
final  value 4741.470876 
stopped after 100 iterations
# weights:  70
initial  value 9386.453253 
iter  10 value 4808.415882
iter  20 value 4176.639564
iter  30 value 3645.289070
iter  40 value 3104.584620
iter  50 value 2890.622701
iter  60 value 2721.042863
iter  70 value 2616.272326
iter  80 value 2582.603452
iter  90 value 2566.432661
iter 100 value 2551.814289
final  value 2551.814289 
stopped after 100 iterations
# weights:  110
initial  value 9403.714498 
iter  10 value 4719.636297
iter  20 value 3732.819132
iter  30 value 3140.209718
iter  40 value 2858.743826
iter  50 value 2665.769059
iter  60 value 2503.961408
iter  70 value 2413.745701
iter  80 value 2356.316326
iter  90 value 2322.584998
iter 100 value 2296.841398
final  value 2296.841398 
stopped after 100 iterations
# weights:  30
initial  value 10165.677600 
iter  10 value 6443.990365
iter  20 value 5981.116505
iter  30 value 5343.522121
iter  40 value 4803.276155
iter  50 value 4452.023538
iter  60 value 4309.236032
iter  70 value 4292.902726
iter  80 value 4267.142765
iter  90 value 4207.358083
iter 100 value 4199.048767
final  value 4199.048767 
stopped after 100 iterations
# weights:  70
initial  value 10788.846993 
iter  10 value 6004.640223
iter  20 value 4801.518729
iter  30 value 3982.064009
iter  40 value 3669.089239
iter  50 value 3457.769999
iter  60 value 3078.912449
iter  70 value 2893.750390
iter  80 value 2825.743356
iter  90 value 2780.002618
iter 100 value 2754.307322
final  value 2754.307322 
stopped after 100 iterations
# weights:  110
initial  value 10076.793507 
iter  10 value 5637.013354
iter  20 value 3961.035325
iter  30 value 3153.557922
iter  40 value 2788.131211
iter  50 value 2512.877143
iter  60 value 2360.559422
iter  70 value 2280.452073
iter  80 value 2180.380364
iter  90 value 2134.442402
iter 100 value 2121.103123
final  value 2121.103123 
stopped after 100 iterations
# weights:  30
initial  value 10231.508017 
iter  10 value 6626.684954
iter  20 value 5939.211973
iter  30 value 5528.685225
iter  40 value 5300.970250
iter  50 value 5228.511875
iter  60 value 5209.092954
iter  70 value 5205.906797
iter  80 value 5204.864932
final  value 5204.773153 
converged
# weights:  70
initial  value 10263.689941 
iter  10 value 6399.316428
iter  20 value 4952.473948
iter  30 value 4342.217648
iter  40 value 3857.308458
iter  50 value 3445.259192
iter  60 value 3199.186280
iter  70 value 3019.182748
iter  80 value 2965.158165
iter  90 value 2941.214511
iter 100 value 2928.802195
final  value 2928.802195 
stopped after 100 iterations
# weights:  110
initial  value 9827.402553 
iter  10 value 4859.417978
iter  20 value 3784.378071
iter  30 value 3363.030658
iter  40 value 3093.007098
iter  50 value 2898.177207
iter  60 value 2710.896610
iter  70 value 2606.263973
iter  80 value 2523.863405
iter  90 value 2479.094199
iter 100 value 2456.137748
final  value 2456.137748 
stopped after 100 iterations
# weights:  30
initial  value 10804.347592 
iter  10 value 6965.673481
iter  20 value 6509.764611
iter  30 value 5986.071291
iter  40 value 5862.788427
iter  50 value 5789.290953
iter  60 value 5707.294181
iter  70 value 5643.927765
iter  80 value 5503.141001
iter  90 value 4906.979467
iter 100 value 4395.752009
final  value 4395.752009 
stopped after 100 iterations
# weights:  70
initial  value 10384.635285 
iter  10 value 5638.705745
iter  20 value 4264.845852
iter  30 value 3574.028672
iter  40 value 3158.446731
iter  50 value 2988.455868
iter  60 value 2834.949160
iter  70 value 2786.274974
iter  80 value 2759.959205
iter  90 value 2738.390332
iter 100 value 2669.311692
final  value 2669.311692 
stopped after 100 iterations
# weights:  110
initial  value 9241.078801 
iter  10 value 4784.716015
iter  20 value 3863.337683
iter  30 value 3228.212450
iter  40 value 2939.704766
iter  50 value 2708.553272
iter  60 value 2564.706749
iter  70 value 2440.730383
iter  80 value 2352.651950
iter  90 value 2301.872393
iter 100 value 2262.527813
final  value 2262.527813 
stopped after 100 iterations
# weights:  30
initial  value 10183.224856 
iter  10 value 6446.143991
iter  20 value 5720.870924
iter  30 value 5265.986336
iter  40 value 4923.108175
iter  50 value 4797.792626
iter  60 value 4748.605247
iter  70 value 4745.856812
iter  80 value 4741.300389
iter  90 value 4733.627368
iter 100 value 4731.345802
final  value 4731.345802 
stopped after 100 iterations
# weights:  70
initial  value 9304.597815 
iter  10 value 6213.881788
iter  20 value 4622.004893
iter  30 value 3925.542480
iter  40 value 3411.555588
iter  50 value 3167.138323
iter  60 value 2925.302843
iter  70 value 2811.110891
iter  80 value 2759.678365
iter  90 value 2744.472900
iter 100 value 2732.715863
final  value 2732.715863 
stopped after 100 iterations
# weights:  110
initial  value 10948.283085 
iter  10 value 4326.416435
iter  20 value 3436.786868
iter  30 value 3022.970881
iter  40 value 2840.330547
iter  50 value 2675.720913
iter  60 value 2577.915229
iter  70 value 2489.858783
iter  80 value 2432.532124
iter  90 value 2364.023418
iter 100 value 2282.526531
final  value 2282.526531 
stopped after 100 iterations
# weights:  30
initial  value 10684.821792 
iter  10 value 7275.095559
iter  20 value 6805.166710
iter  30 value 5942.534959
iter  40 value 5252.655464
iter  50 value 4951.531438
iter  60 value 4905.774748
iter  70 value 4904.626324
iter  80 value 4902.380191
final  value 4902.126371 
converged
# weights:  70
initial  value 8514.543461 
iter  10 value 5286.601926
iter  20 value 4479.218992
iter  30 value 4056.608589
iter  40 value 3560.700803
iter  50 value 3301.779461
iter  60 value 3166.333255
iter  70 value 3114.390527
iter  80 value 3068.625494
iter  90 value 3053.183488
iter 100 value 3046.184433
final  value 3046.184433 
stopped after 100 iterations
# weights:  110
initial  value 10369.539251 
iter  10 value 5451.558722
iter  20 value 4001.264896
iter  30 value 3590.581338
iter  40 value 3232.908594
iter  50 value 3041.356299
iter  60 value 2869.199726
iter  70 value 2766.150094
iter  80 value 2689.353356
iter  90 value 2624.996864
iter 100 value 2575.036658
final  value 2575.036658 
stopped after 100 iterations
# weights:  30
initial  value 9925.052085 
iter  10 value 6968.743692
iter  20 value 6655.935783
iter  30 value 6061.083993
iter  40 value 5390.660916
iter  50 value 4914.056454
iter  60 value 4648.522532
iter  70 value 4530.807220
iter  80 value 4460.886049
iter  90 value 4232.020683
iter 100 value 4202.481425
final  value 4202.481425 
stopped after 100 iterations
# weights:  70
initial  value 8928.297119 
iter  10 value 5933.104934
iter  20 value 4841.674318
iter  30 value 4076.573481
iter  40 value 3876.103117
iter  50 value 3691.317468
iter  60 value 3310.717780
iter  70 value 2864.861465
iter  80 value 2720.554451
iter  90 value 2646.228303
iter 100 value 2606.597803
final  value 2606.597803 
stopped after 100 iterations
# weights:  110
initial  value 9690.986512 
iter  10 value 4984.245740
iter  20 value 3664.741503
iter  30 value 3010.668302
iter  40 value 2742.931796
iter  50 value 2589.303051
iter  60 value 2470.356681
iter  70 value 2358.642406
iter  80 value 2245.513212
iter  90 value 2198.738395
iter 100 value 2159.028700
final  value 2159.028700 
stopped after 100 iterations
# weights:  30
initial  value 10191.581549 
iter  10 value 6868.921681
iter  20 value 6401.150489
iter  30 value 6086.628996
iter  40 value 5953.312844
iter  50 value 5612.204296
iter  60 value 4412.495204
iter  70 value 4237.197110
iter  80 value 4204.554051
iter  90 value 4186.045699
iter 100 value 4183.718830
final  value 4183.718830 
stopped after 100 iterations
# weights:  70
initial  value 10071.202037 
iter  10 value 5406.480450
iter  20 value 4023.949669
iter  30 value 3610.424147
iter  40 value 3048.072592
iter  50 value 2811.788920
iter  60 value 2673.360149
iter  70 value 2597.797570
iter  80 value 2565.654462
iter  90 value 2544.671134
iter 100 value 2528.462074
final  value 2528.462074 
stopped after 100 iterations
# weights:  110
initial  value 10033.948957 
iter  10 value 4037.992763
iter  20 value 3084.311978
iter  30 value 2760.529090
iter  40 value 2567.686789
iter  50 value 2395.385508
iter  60 value 2254.200636
iter  70 value 2150.213302
iter  80 value 2111.705430
iter  90 value 2094.358220
iter 100 value 2078.269965
final  value 2078.269965 
stopped after 100 iterations
# weights:  30
initial  value 10033.249459 
iter  10 value 6977.672717
iter  20 value 6353.679821
iter  30 value 5920.922161
iter  40 value 5599.933225
iter  50 value 5254.247437
iter  60 value 5005.766065
iter  70 value 4964.452753
iter  80 value 4925.183976
iter  90 value 4916.881124
final  value 4916.880603 
converged
# weights:  70
initial  value 9398.928879 
iter  10 value 5341.040849
iter  20 value 4369.304528
iter  30 value 3947.911648
iter  40 value 3529.621372
iter  50 value 3234.925305
iter  60 value 3096.595820
iter  70 value 3043.084884
iter  80 value 2965.412415
iter  90 value 2924.189731
iter 100 value 2905.414366
final  value 2905.414366 
stopped after 100 iterations
# weights:  110
initial  value 10688.563651 
iter  10 value 4659.540610
iter  20 value 3528.263270
iter  30 value 3197.597225
iter  40 value 2872.171322
iter  50 value 2743.159670
iter  60 value 2662.271238
iter  70 value 2589.260058
iter  80 value 2540.689866
iter  90 value 2508.471595
iter 100 value 2484.609234
final  value 2484.609234 
stopped after 100 iterations
# weights:  30
initial  value 10322.738560 
iter  10 value 6227.062338
iter  20 value 5763.601218
iter  30 value 5082.035299
iter  40 value 4398.581426
iter  50 value 4289.832408
iter  60 value 4219.851606
iter  70 value 4213.915932
iter  80 value 4207.795208
iter  90 value 4184.097880
iter 100 value 4179.579556
final  value 4179.579556 
stopped after 100 iterations
# weights:  70
initial  value 9132.245817 
iter  10 value 4980.191787
iter  20 value 4290.852850
iter  30 value 3849.401506
iter  40 value 3212.102949
iter  50 value 2857.819051
iter  60 value 2654.632960
iter  70 value 2560.347991
iter  80 value 2514.360696
iter  90 value 2492.113602
iter 100 value 2481.397647
final  value 2481.397647 
stopped after 100 iterations
# weights:  110
initial  value 10752.386125 
iter  10 value 5325.846262
iter  20 value 3825.844081
iter  30 value 3339.638161
iter  40 value 3002.461056
iter  50 value 2809.975006
iter  60 value 2676.784743
iter  70 value 2575.853905
iter  80 value 2497.915713
iter  90 value 2406.453626
iter 100 value 2359.614371
final  value 2359.614371 
stopped after 100 iterations
# weights:  30
initial  value 9942.871522 
iter  10 value 6491.246833
iter  20 value 5744.723074
iter  30 value 5213.870956
iter  40 value 4615.769944
iter  50 value 4415.652557
iter  60 value 4254.338812
iter  70 value 4245.757375
iter  80 value 4227.653249
iter  90 value 4184.635729
iter 100 value 4178.772500
final  value 4178.772500 
stopped after 100 iterations
# weights:  70
initial  value 10345.977395 
iter  10 value 5011.267035
iter  20 value 4019.831788
iter  30 value 3654.732698
iter  40 value 3255.959809
iter  50 value 2998.870069
iter  60 value 2896.031736
iter  70 value 2756.857912
iter  80 value 2681.075779
iter  90 value 2629.158579
iter 100 value 2595.140996
final  value 2595.140996 
stopped after 100 iterations
# weights:  110
initial  value 11075.203382 
iter  10 value 4920.528550
iter  20 value 3536.316902
iter  30 value 3017.889060
iter  40 value 2737.015088
iter  50 value 2511.739009
iter  60 value 2410.061708
iter  70 value 2278.263973
iter  80 value 2195.792825
iter  90 value 2164.198459
iter 100 value 2144.024487
final  value 2144.024487 
stopped after 100 iterations
# weights:  30
initial  value 9214.433704 
iter  10 value 6326.047092
iter  20 value 5925.409652
iter  30 value 5523.215522
iter  40 value 5098.742273
iter  50 value 4967.618794
iter  60 value 4925.177358
iter  70 value 4920.184815
iter  80 value 4916.326203
final  value 4915.797852 
converged
# weights:  70
initial  value 10155.631199 
iter  10 value 4983.901324
iter  20 value 4406.242344
iter  30 value 3977.667101
iter  40 value 3563.060465
iter  50 value 3285.427764
iter  60 value 3158.269061
iter  70 value 3044.675580
iter  80 value 2992.906425
iter  90 value 2975.208983
iter 100 value 2941.526602
final  value 2941.526602 
stopped after 100 iterations
# weights:  110
initial  value 11133.771362 
iter  10 value 4769.132740
iter  20 value 3645.262883
iter  30 value 3234.008690
iter  40 value 2916.316319
iter  50 value 2730.972168
iter  60 value 2654.606500
iter  70 value 2580.062720
iter  80 value 2538.649716
iter  90 value 2520.793108
iter 100 value 2508.814597
final  value 2508.814597 
stopped after 100 iterations
# weights:  30
initial  value 8979.137248 
iter  10 value 6804.177069
iter  20 value 6266.055126
iter  30 value 5620.271252
iter  40 value 5152.465917
iter  50 value 4811.881912
iter  60 value 4577.384784
iter  70 value 4525.606609
iter  80 value 4463.600809
iter  90 value 4241.715566
iter 100 value 4195.780908
final  value 4195.780908 
stopped after 100 iterations
# weights:  70
initial  value 9883.996379 
iter  10 value 5157.355973
iter  20 value 4063.614841
iter  30 value 3438.668534
iter  40 value 3091.356530
iter  50 value 2863.422317
iter  60 value 2731.450473
iter  70 value 2697.902370
iter  80 value 2673.562839
iter  90 value 2663.323126
iter 100 value 2654.207736
final  value 2654.207736 
stopped after 100 iterations
# weights:  110
initial  value 8768.018685 
iter  10 value 4924.745471
iter  20 value 3782.686694
iter  30 value 3240.131146
iter  40 value 2828.629260
iter  50 value 2616.771452
iter  60 value 2514.399263
iter  70 value 2386.208822
iter  80 value 2280.200713
iter  90 value 2206.184858
iter 100 value 2170.960533
final  value 2170.960533 
stopped after 100 iterations
# weights:  110
initial  value 12276.205735 
iter  10 value 5496.040860
iter  20 value 4340.005880
iter  30 value 3667.656758
iter  40 value 3289.315441
iter  50 value 3044.387921
iter  60 value 2838.691541
iter  70 value 2740.887086
iter  80 value 2631.928667
iter  90 value 2566.476605
iter 100 value 2526.420465
final  value 2526.420465 
stopped after 100 iterations

Exploración de los modelo de ajuste

model_list <- list(rf = rf_m, svm = svm_m, nnet = nnet_m, knn = knn_m)

results <- resamples(model_list)

summary(results)

Call:
summary.resamples(object = results)

Models: rf, svm, nnet, knn 
Number of resamples: 50 

Accuracy 
          Min.   1st Qu.    Median      Mean   3rd Qu.      Max. NA's
rf   0.7389381 0.7677384 0.7766667 0.7767653 0.7859524 0.8266667    0
svm  0.7483296 0.7706473 0.7819797 0.7825950 0.7947731 0.8088889    0
nnet 0.7427293 0.7721733 0.7844434 0.7856306 0.7998886 0.8252212    0
knn  0.7244444 0.7516630 0.7622222 0.7647776 0.7786458 0.8013393    0

Kappa 
          Min.   1st Qu.    Median      Mean   3rd Qu.      Max. NA's
rf   0.6885434 0.7217615 0.7322287 0.7323481 0.7430112 0.7929411    0
svm  0.6967522 0.7240771 0.7380209 0.7383283 0.7526081 0.7695221    0
nnet 0.6903183 0.7271180 0.7421207 0.7431379 0.7609125 0.7909661    0
knn  0.6711399 0.7030683 0.7162106 0.7190094 0.7358757 0.7628107    0

# Plotea 
bwplot(results)

Predicción y visualización de los modelos

predict_rf <- raster::predict(roma_rst_lan, model=rf_m)
predict_svm <- raster::predict(roma_rst_lan, model=svm_m)
predict_nnet <- raster::predict(roma_rst_lan, model=nnet_m)
predict_knn <- raster::predict(roma_rst_lan, model=knn_m)

rstack = stack(predict_rf, predict_svm, predict_nnet, predict_knn) # combine the layers into one stack
names(rstack) = c("Random Forest", "SVM", "Redes Neuronales", "KNN") # name the stack
plot(rstack, col = cols)