ga.out

这是关于fortran

#################  Generation   21  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000010010010100010101000001100  0.0358  0.3285  0.00512
  2 000011110010100110101000101100  0.0592  0.8295  0.05316
  3 000101110010110000101000011100  0.0905  0.0790  0.57101
  4 000001110010110000101010001100  0.0280  0.0824  0.23691
  5 000111100010101010101100001100  0.1178  0.3363  0.00024

 Average Values:                    0.0663  0.3311  0.17329

 Average Function Value of Generation= 0.17329
 Maximum Function Value              = 0.57101


  Number of Crossovers      =   73
  Elitist Reproduction on Individual    4


#################  Generation   22  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000011110010100100101000011100  0.0592  0.5790  0.00051
  2 000101110010110000101010011100  0.0905  0.0829  0.52352
  3 000011110010100010101010001100  0.0592  0.3324  0.00522
  4 000101110010110000101000011100  0.0905  0.0790  0.57101
  5 000001110010100000101000111100  0.0280  0.0800  0.24931

 Average Values:                    0.0655  0.2306  0.26991

 Average Function Value of Generation= 0.26991
 Maximum Function Value              = 0.57101


  Number of Crossovers      =   81
  Elitist Reproduction on Individual    5


#################  Generation   23  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101110010100000101000111100  0.0905  0.0800  0.56137
  2 000101110010110000101010011100  0.0905  0.0829  0.52352
  3 000111110010110000101010011100  0.1218  0.0829  0.05388
  4 000001110010110000101000011100  0.0280  0.0790  0.25527
  5 000101110010110000101000011100  0.0905  0.0790  0.57101

 Average Values:                    0.0843  0.0807  0.39301

 Average Function Value of Generation= 0.39301
 Maximum Function Value              = 0.57101


  Number of Crossovers      =   68


%%%%%%%  Restart micro-population at generation   23  %%%%%%%


#################  Generation   24  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101110010110000101000011100  0.0905  0.0790  0.57101
  2 110001010010000110010100101000  0.7700  0.7903  0.00000
  3 000101100000000111000001011101  0.0859  0.8779  0.02459
  4 010111111101010111111001001111  0.3743  0.9868  0.00000
  5 011000100110001000001110000111  0.3843  0.0276  0.00043

 Average Values:                    0.3410  0.5523  0.11921

 Average Function Value of Generation= 0.11921
 Maximum Function Value              = 0.57101


  Number of Crossovers      =   73
  Elitist Reproduction on Individual    3


#################  Generation   25  #################
  #      Binary Code                Param1  Param2  Fitness
  1 010101100000001001001011001111  0.3360  0.1469  0.00000
  2 001100100010010000101110001100  0.1959  0.0902  0.00705
  3 000101110010110000101000011100  0.0905  0.0790  0.57101
  4 011101100000001010001001010101  0.4610  0.2682  0.41717
  5 000101110010110011101001011100  0.0905  0.4559  0.32995

 Average Values:                    0.2348  0.2081  0.26504

 Average Function Value of Generation= 0.26504
 Maximum Function Value              = 0.57101


  Number of Crossovers      =   63
  Elitist Reproduction on Individual    2


#################  Generation   26  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101110010001010001000011100  0.0904  0.2665  0.53676
  2 000101110010110000101000011100  0.0905  0.0790  0.57101
  3 011101110010001000101000010100  0.4654  0.0787  0.43583
  4 000101110010110000101010001100  0.0905  0.0824  0.52995
  5 011101100010100011001001011101  0.4616  0.3935  0.00485

 Average Values:                    0.2397  0.1800  0.41568

 Average Function Value of Generation= 0.41568
 Maximum Function Value              = 0.57101


  Number of Crossovers      =   79


#################  Generation   27  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101110010101010101000011100  0.0905  0.3290  0.00659
  2 000101110010011000101010001100  0.0904  0.0824  0.53182
  3 000101110010110000101000011100  0.0905  0.0790  0.57101
  4 000101110010010000101000011100  0.0904  0.0790  0.57370
  5 000101110010110000101000011100  0.0905  0.0790  0.57101

 Average Values:                    0.0905  0.1297  0.45083

 Average Function Value of Generation= 0.45083
 Maximum Function Value              = 0.57370


  Number of Crossovers      =   73


%%%%%%%  Restart micro-population at generation   27  %%%%%%%


#################  Generation   28  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101110010010000101000011100  0.0904  0.0790  0.57370
  2 110101000010001011011100100001  0.8287  0.4307  0.01616
  3 111111110100101000111101001110  0.9973  0.1196  0.00023
  4 110011000101000101010101111011  0.7981  0.6678  0.00150
  5 010011000110110101100011101110  0.2985  0.6948  0.01379

 Average Values:                    0.6026  0.3984  0.12107

 Average Function Value of Generation= 0.12107
 Maximum Function Value              = 0.57370


  Number of Crossovers      =   65
  Elitist Reproduction on Individual    4


#################  Generation   29  #################
  #      Binary Code                Param1  Param2  Fitness
  1 110101000101000100101001111011  0.8294  0.5819  0.00006
  2 110101110010011000011000111100  0.8404  0.0487  0.05285
  3 010101110110110000101000101110  0.3415  0.0795  0.00053
  4 000101110010010000101000011100  0.0904  0.0790  0.57370
  5 110111000010101101101011101101  0.8600  0.7104  0.00065

 Average Values:                    0.5924  0.2999  0.12556

 Average Function Value of Generation= 0.12556
 Maximum Function Value              = 0.57370


  Number of Crossovers      =   72
  Elitist Reproduction on Individual    2


#################  Generation   30  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101100010010001101001111100  0.0865  0.2069  0.03992
  2 000101110010010000101000011100  0.0904  0.0790  0.57370
  3 100101110010010000001000111100  0.5904  0.0175  0.00064
  4 110101110010001000111001111101  0.8404  0.1132  0.01082
  5 100101110010011000101000011100  0.5904  0.0790  0.00479

 Average Values:                    0.4396  0.0991  0.12597

 Average Function Value of Generation= 0.12597
 Maximum Function Value              = 0.57370


  Number of Crossovers      =   80
  Elitist Reproduction on Individual    5


#################  Generation   31  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101110010010001101001011100  0.0904  0.2059  0.03095
  2 100101110010001001101001111100  0.5904  0.2069  0.00029
  3 010101110010010000111000111101  0.3404  0.1112  0.00015
  4 100101100010010000101001011100  0.5865  0.0809  0.00235
  5 000101110010010000101000011100  0.0904  0.0790  0.57370

 Average Values:                    0.3396  0.1368  0.12149

 Average Function Value of Generation= 0.12149
 Maximum Function Value              = 0.57370


  Number of Crossovers      =   75


#################  Generation   32  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101110010010000101000011100  0.0904  0.0790  0.57370
  2 000101100010010000101000011100  0.0865  0.0790  0.65745
  3 000101110010010000101001011100  0.0904  0.0809  0.55103
  4 100101100010010000101000011100  0.5865  0.0790  0.00245
  5 000101110010010001101001011100  0.0904  0.2059  0.03095

 Average Values:                    0.1888  0.1048  0.36312

 Average Function Value of Generation= 0.36312
 Maximum Function Value              = 0.65745


  Number of Crossovers      =   66


#################  Generation   33  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101110010010001101000011100  0.0904  0.2040  0.02414
  2 000101100010010000101000011100  0.0865  0.0790  0.65745
  3 000101110010010001101000011100  0.0904  0.2040  0.02414
  4 000101110010010000101000011100  0.0904  0.0790  0.57370
  5 000101110010010000101000011100  0.0904  0.0790  0.57370

 Average Values:                    0.0896  0.1290  0.37062

 Average Function Value of Generation= 0.37062
 Maximum Function Value              = 0.65745


  Number of Crossovers      =   63
  Elitist Reproduction on Individual    5


%%%%%%%  Restart micro-population at generation   33  %%%%%%%


#################  Generation   34  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101100010010000101000011100  0.0865  0.0790  0.65745
  2 001110111001101110111010100110  0.2328  0.8645  0.02375
  3 111000000101101010101110000110  0.8764  0.3400  0.00003
  4 001000001100010111100100100101  0.1280  0.9465  0.00000
  5 001001110101001010010110011010  0.1536  0.2938  0.00001

 Average Values:                    0.2955  0.5047  0.13625

 Average Function Value of Generation= 0.13625
 Maximum Function Value              = 0.65745


  Number of Crossovers      =   69
  Elitist Reproduction on Individual    1


#################  Generation   35  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101100010010000101000011100  0.0865  0.0790  0.65745
  2 001101110010001000011110011110  0.2154  0.0595  0.12518
  3 001101111101001010010010100110  0.2181  0.2863  0.08669
  4 001001100111011010110110011100  0.1502  0.3563  0.00000
  5 001001100001000000111110011010  0.1487  0.1219  0.00002

 Average Values:                    0.1638  0.1806  0.17387

 Average Function Value of Generation= 0.17387
 Maximum Function Value              = 0.65745


  Number of Crossovers      =   83
  Elitist Reproduction on Individual    5


#################  Generation   36  #################
  #      Binary Code                Param1  Param2  Fitness
  1 001101110001001000011110011010  0.2151  0.0594  0.12226
  2 000101111101000000111010000110  0.0930  0.1135  0.08931
  3 000101110010001000001110011100  0.0904  0.0282  0.18690
  4 001101110010001000001110011110  0.2154  0.0283  0.03801
  5 000101100010010000101000011100  0.0865  0.0790  0.65745

 Average Values:                    0.1401  0.0617  0.21879

 Average Function Value of Generation= 0.21879
 Maximum Function Value              = 0.65745


  Number of Crossovers      =   86
  Elitist Reproduction on Individual    3


#################  Generation   37  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101101111010000111010010110  0.0897  0.1140  0.09775
  2 000101100001000000101000011110  0.0862  0.0790  0.66297
  3 000101100010010000101000011100  0.0865  0.0790  0.65745
  4 000101110010010000101000011100  0.0904  0.0790  0.57370
  5 000101101111010000111010010110  0.0897  0.1140  0.09775

 Average Values:                    0.0885  0.0930  0.41793

 Average Function Value of Generation= 0.41793
 Maximum Function Value              = 0.66297


  Number of Crossovers      =   75


#################  Generation   38  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101100001000000101000011110  0.0862  0.0790  0.66297
  2 000101100111010000111010010110  0.0877  0.1140  0.10473
  3 000101100011010000101000011110  0.0867  0.0790  0.65162
  4 000101100010010000101000011110  0.0865  0.0790  0.65668
  5 000101100010000000101000011100  0.0864  0.0790  0.65871

 Average Values:                    0.0867  0.0860  0.54695

 Average Function Value of Generation= 0.54695
 Maximum Function Value              = 0.66297


  Number of Crossovers      =   70


#################  Generation   39  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101100011000000101000011100  0.0867  0.0790  0.65365
  2 000101100000010000101000011110  0.0860  0.0790  0.66672
  3 000101100001000000101000011110  0.0862  0.0790  0.66297
  4 000101100001010000101000011110  0.0862  0.0790  0.66172
  5 000101100010000000101000011110  0.0864  0.0790  0.65795

 Average Values:                    0.0863  0.0790  0.66060

 Average Function Value of Generation= 0.66060
 Maximum Function Value              = 0.66672


  Number of Crossovers      =   58


#################  Generation   40  #################
  #      Binary Code                Param1  Param2  Fitness
  1 000101100001000000101000011110  0.0862  0.0790  0.66297
  2 000101100001000000101000011110  0.0862  0.0790  0.66297
  3 000101100001010000101000011110  0.0862  0.0790  0.66172
  4 000101100000000000101000011110  0.0859  0.0790  0.66797
  5 000101100000010000101000011110  0.0860  0.0790  0.66672

 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