ga.out

关于遗传算法的一个fortran程序

 Average Values:                    0.0861  0.0790  0.66447

 Average Function Value of Generation= 0.66447
 Maximum Function Value              = 0.66797


  Number of Crossovers      =   76


%%%%%%%  Restart micro-population at generation   40  %%%%%%%


#################  Generation   41  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101100000000000101000011110  0.0859  0.0790  0.66797
  2 100010101111011111000110101100  0.5428  0.8881  0.00000
  3 000110101110110100010001000001  0.1052  0.5332  0.00030
  4 111011110101110111110000010110  0.9350  0.9695  0.00000
  5 011110001100001101101010110111  0.4717  0.7087  0.00561

 Average Values:                    0.4281  0.6357  0.13478

 Average Function Value of Generation= 0.13478
 Maximum Function Value              = 0.66797


  Number of Crossovers      =   69
  Elitist Reproduction on Individual    4


#################  Generation   42  #################
  #      Binary Code                Param1  Param2  Fitness
  1 100101100111001011100110001110  0.5877  0.4497  0.00169
  2 000110101000000000101000011111  0.1035  0.0791  0.29375
  3 101010001100001111101010111110  0.6592  0.9590  0.00000
  4 000101100000000000101000011110  0.0859  0.0790  0.66797
  5 100010100110011001000000111100  0.5406  0.1268  0.00000

 Average Values:                    0.3954  0.3387  0.19268

 Average Function Value of Generation= 0.19268
 Maximum Function Value              = 0.66797


  Number of Crossovers      =   77
  Elitist Reproduction on Individual    3


#################  Generation   43  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101100010000001101010001110  0.0864  0.2075  0.04268
  2 000101100111001010100100011110  0.0877  0.3212  0.02359
  3 000101100000000000101000011110  0.0859  0.0790  0.66797
  4 000101100100000011100000001110  0.0869  0.4379  0.28284
  5 100100100011001010101010011110  0.5711  0.3330  0.00000

 Average Values:                    0.1836  0.2757  0.20342

 Average Function Value of Generation= 0.20342
 Maximum Function Value              = 0.66797


  Number of Crossovers      =   79
  Elitist Reproduction on Individual    1


#################  Generation   44  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101100000000000101000011110  0.0859  0.0790  0.66797
  2 000101100110000001101000001110  0.0874  0.2036  0.02538
  3 000101100110000010100000011110  0.0874  0.3134  0.05935
  4 000101100100000011101010001110  0.0869  0.4575  0.37484
  5 000101100000000011101000001110  0.0859  0.4536  0.38353

 Average Values:                    0.0867  0.3014  0.30221

 Average Function Value of Generation= 0.30221
 Maximum Function Value              = 0.66797


  Number of Crossovers      =   82


#################  Generation   45  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101100000000000101000011110  0.0859  0.0790  0.66797
  2 000101100000000001101010001110  0.0859  0.2075  0.04333
  3 000101100000000000101000001110  0.0859  0.0786  0.67412
  4 000101100000000011101010001110  0.0859  0.4575  0.38651
  5 000101100000000011101000001110  0.0859  0.4536  0.38353

 Average Values:                    0.0859  0.2552  0.43109

 Average Function Value of Generation= 0.43109
 Maximum Function Value              = 0.67412


  Number of Crossovers      =   68


%%%%%%%  Restart micro-population at generation   45  %%%%%%%


#################  Generation   46  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101100000000000101000001110  0.0859  0.0786  0.67412
  2 001000011100010101000111111011  0.1319  0.6405  0.00328
  3 111000011110010100000110100001  0.8824  0.5127  0.00082
  4 100111000111010111101100011000  0.6112  0.9617  0.00000
  5 001001001110001101101011101000  0.1441  0.7102  0.00001

 Average Values:                    0.3711  0.5807  0.13565

 Average Function Value of Generation= 0.13565
 Maximum Function Value              = 0.67412


  Number of Crossovers      =   81
  Elitist Reproduction on Individual    1


#################  Generation   47  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101100000000000101000001110  0.0859  0.0786  0.67412
  2 000100010000000101000001001010  0.0664  0.6273  0.13848
  3 110101111110000000000000001000  0.8433  0.0002  0.00087
  4 001101001100000001000101111011  0.2061  0.1366  0.00034
  5 111000011100010100000110101011  0.8819  0.5130  0.00082

 Average Values:                    0.4167  0.2711  0.16292

 Average Function Value of Generation= 0.16292
 Maximum Function Value              = 0.67412


  Number of Crossovers      =   66
  Elitist Reproduction on Individual    1


#################  Generation   48  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101100000000000101000001110  0.0859  0.0786  0.67412
  2 000100010000000101000000101011  0.0664  0.6263  0.13309
  3 000100000000000000001000001010  0.0625  0.0159  0.10110
  4 010101111000000000000001001010  0.3418  0.0023  0.00001
  5 000101110000000101101000001010  0.0898  0.7035  0.01507

 Average Values:                    0.1293  0.2853  0.18468

 Average Function Value of Generation= 0.18468
 Maximum Function Value              = 0.67412


  Number of Crossovers      =   70
  Elitist Reproduction on Individual    4


#################  Generation   49  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000100110000000101100000101010  0.0742  0.6888  0.07124
  2 000100000000000100001000001010  0.0625  0.5159  0.02154
  3 000100100000000000001000001110  0.0703  0.0161  0.10290
  4 000101100000000000101000001110  0.0859  0.0786  0.67412
  5 000101010000000101101000101110  0.0820  0.7046  0.01712

 Average Values:                    0.0750  0.4008  0.17738

 Average Function Value of Generation= 0.17738
 Maximum Function Value              = 0.67412


  Number of Crossovers      =   68
  Elitist Reproduction on Individual    3


#################  Generation   50  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101110000000000100000101010  0.0898  0.0638  0.65246
  2 000100100000000000100000101010  0.0703  0.0638  0.98354
  3 000101100000000000101000001110  0.0859  0.0786  0.67412
  4 000100110000000000100000101110  0.0742  0.0639  0.95216
  5 000101100000000000001000001110  0.0859  0.0161  0.07793

 Average Values:                    0.0813  0.0572  0.66804

 Average Function Value of Generation= 0.66804
 Maximum Function Value              = 0.98354


  Number of Crossovers      =   66
  Elitist Reproduction on Individual    1


#################  Generation   51  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000100100000000000100000101010  0.0703  0.0638  0.98354
  2 000101100000000000100000101110  0.0859  0.0639  0.74534
  3 000101110000000000100000101010  0.0898  0.0638  0.65246
  4 000101100000000000100000101010  0.0859  0.0638  0.74492
  5 000101100000000000100000001010  0.0859  0.0628  0.74094

 Average Values:                    0.0836  0.0636  0.77344

 Average Function Value of Generation= 0.77344
 Maximum Function Value              = 0.98354


  Number of Crossovers      =   70
  Elitist Reproduction on Individual    1


%%%%%%%  Restart micro-population at generation   51  %%%%%%%


#################  Generation   52  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000100100000000000100000101010  0.0703  0.0638  0.98354
  2 110010110001000010111011100000  0.7932  0.3662  0.00000
  3 101110000000011011110100011001  0.7189  0.4773  0.00118
  4 100010101011011011000100001101  0.5419  0.3832  0.00000
  5 011001001100111001101001011010  0.3938  0.2059  0.00048

 Average Values:                    0.5036  0.2993  0.19704

 Average Function Value of Generation= 0.19704
 Maximum Function Value              = 0.98354


  Number of Crossovers      =   78
  Elitist Reproduction on Individual    2


#################  Generation   53  #################
  #      Binary Code                Param1  Param2  Fitness
  1 001110100000010011110100001011  0.2266  0.4769  0.11450
  2 000100100000000000100000101010  0.0703  0.0638  0.98354
  3 011000100000110000100000001010  0.3830  0.0628  0.00110
  4 001100000000000001100100111000  0.1875  0.1970  0.00002
  5 000000101000011010000000001000  0.0099  0.2503  0.03934

 Average Values:                    0.1755  0.2102  0.22770

 Average Function Value of Generation= 0.22770
 Maximum Function Value              = 0.98354


  Number of Crossovers      =   83
  Elitist Reproduction on Individual    2


#################  Generation   54  #################
  #      Binary Code                Param1  Param2  Fitness
  1 001010101000010011110100001000  0.1661  0.4768  0.00000
  2 000100100000000000100000101010  0.0703  0.0638  0.98354
  3 001110100000000001100000101010  0.2266  0.1888  0.00078
  4 000000100000010000000000101000  0.0079  0.0012  0.00059
  5 000110100000000010110100101011  0.1016  0.3529  0.00000

 Average Values:                    0.1145  0.2167  0.19698

 Average Function Value of Generation= 0.19698
 Maximum Function Value              = 0.98354


  Number of Crossovers      =   78
  Elitist Reproduction on Individual    3


#################  Generation   55  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000110100000000011110000101010  0.1016  0.4700  0.16761
  2 000110100000000010100100101010  0.1016  0.3216  0.01180
  3 000100100000000000100000101010  0.0703  0.0638  0.98354
  4 001000100000010000000000101010  0.1329  0.0013  0.00020
  5 000100100000000000110100101011  0.0703  0.1029  0.34068

 Average Values:                    0.0953  0.1919  0.30077

 Average Function Value of Generation= 0.30077
 Maximum Function Value              = 0.98354


  Number of Crossovers      =   80
  Elitist Reproduction on Individual    4


#################  Generation   56  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000110100000000011100000101010  0.1016  0.4388  0.14865
  2 000110100000000000100000101010  0.1016  0.0638  0.37014
  3 000110100000000001110000101010  0.1016  0.2200  0.07195
  4 000100100000000000100000101010  0.0703  0.0638  0.98354
  5 000110100000000001100000101010  0.1016  0.1888  0.00095

 Average Values:                    0.0953  0.1950  0.31505

 Average Function Value of Generation= 0.31505
 Maximum Function Value              = 0.98354


  Number of Crossovers      =   70


#################  Generation   57  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000110100000000000100000101010  0.1016  0.0638  0.37014
  2 000110100000000011100000101010  0.1016  0.4388  0.14865
  3 000100100000000001100000101010  0.0703  0.1888  0.00254
  4 000110100000000000100000101010  0.1016  0.0638  0.37014
  5 000100100000000000100000101010  0.0703  0.0638  0.98354

 Average Values:                    0.0891  0.1638  0.37500

 Average Function Value of Generation= 0.37500
 Maximum Function Value              = 0.98354


  Number of Crossovers      =   75


%%%%%%%  Restart micro-population at generation   57  %%%%%%%


#################  Generation   58  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000100100000000000100000101010  0.0703  0.0638  0.98354
  2 111111111000101011110110110010  0.9982  0.4820  0.00091
  3 111110000101100111110101101110  0.9701  0.9799  0.00000
  4 011000000110101010111101101110  0.3766  0.3706  0.00000
  5 000011111100101110100011001000  0.0617  0.8186  0.03601

 Average Values:                    0.4954  0.5430  0.20409

 Average Function Value of Generation= 0.20409
 Maximum Function Value              = 0.98354


  Number of Crossovers      =   62
  Elitist Reproduction on Individual    1


#################  Generation   59  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000100100000000000100000101010  0.0703  0.0638  0.98354
  2 000011101100101000100001101000  0.0578  0.0657  0.93723
  3 000010100100100100100011101010  0.0402  0.5697  0.00001
  4 000110100101100101110101101110  0.1029  0.7299  0.00012
  5 111110100000100010100100100010  0.9767  0.3214  0.00001

 Average Values:                    0.2496  0.3501  0.38418

 Average Function Value of Generation= 0.38418
 Maximum Function Value              = 0.98354


  Number of Crossovers      =   71
  Elitist Reproduction on Individual    4