################# Generation 1 ################# # Binary Code Param1 Param2 Fitness 1 100011111101010001001000001101 0.5618 0.1410 0.00000 2 000110010010001101001110011100 0.0982 0.6532 0.10147 3 110010101011001110110101011010 0.7918 0.8543 0.00027 4 010100111000101110111111010001 0.3263 0.8736 0.00064 5 111011111100000100100111110101 0.9366 0.5778 0.00000 Average Values: 0.5429 0.6200 0.02047 Average Function Value of Generation= 0.02047 Maximum Function Value = 0.10147 Number of Crossovers = 64 Elitist Reproduction on Individual 2 ################# Generation 2 ################# # Binary Code Param1 Param2 Fitness 1 010010110011001110011111011110 0.2937 0.8115 0.00916 2 000110010010001101001110011100 0.0982 0.6532 0.10147 3 110010010010001110111101011000 0.7857 0.8699 0.00008 4 000100011010101101011110011101 0.0690 0.6845 0.09532 5 110110101011101110110111011011 0.8544 0.8583 0.00430 Average Values: 0.4202 0.7755 0.04206 Average Function Value of Generation= 0.04206 Maximum Function Value = 0.10147 Number of Crossovers = 73 Elitist Reproduction on Individual 4 ################# Generation 3 ################# # Binary Code Param1 Param2 Fitness 1 000010010011001110001110011100 0.0359 0.7782 0.00019 2 000100011010101101001110011100 0.0690 0.6532 0.22390 3 000100010010001101001110011100 0.0669 0.6532 0.22471 4 000110010010001101001110011100 0.0982 0.6532 0.10147 5 000110010010101101001110011101 0.0983 0.6532 0.10080 Average Values: 0.0737 0.6782 0.13021 Average Function Value of Generation= 0.13021 Maximum Function Value = 0.22471 Number of Crossovers = 70 %%%%%%% Restart micro-population at generation 3 %%%%%%% ################# Generation 4 ################# # Binary Code Param1 Param2 Fitness 1 000100010010001101001110011100 0.0669 0.6532 0.22471 2 101101001010101011000000000110 0.7057 0.3752 0.00000 3 111001101100010101101000100001 0.9015 0.7042 0.00011 4 111010011010001010101101010111 0.9127 0.3386 0.00000 5 010010010010000110111110010000 0.2857 0.8716 0.02351 Average Values: 0.5745 0.5886 0.04967 Average Function Value of Generation= 0.04967 Maximum Function Value = 0.22471 Number of Crossovers = 67 Elitist Reproduction on Individual 5 ################# Generation 5 ################# # Binary Code Param1 Param2 Fitness 1 110010011010001010111110010011 0.7877 0.3717 0.00000 2 010000010010001111001110010100 0.2544 0.9030 0.00370 3 000000010010001101111110010100 0.0044 0.7467 0.00000 4 011100010010001100001100011111 0.4419 0.5244 0.00271 5 000100010010001101001110011100 0.0669 0.6532 0.22471 Average Values: 0.3111 0.6398 0.04622 Average Function Value of Generation= 0.04622 Maximum Function Value = 0.22471 Number of Crossovers = 81 Elitist Reproduction on Individual 2 ################# Generation 6 ################# # Binary Code Param1 Param2 Fitness 1 110110010010001110101110010101 0.8482 0.8405 0.00482 2 000100010010001101001110011100 0.0669 0.6532 0.22471 3 011100010010001101001110011110 0.4419 0.6533 0.09732 4 010000010010001111001110011101 0.2544 0.9033 0.00358 5 010100010010001100001100011100 0.3169 0.5243 0.00036 Average Values: 0.3857 0.7149 0.06616 Average Function Value of Generation= 0.06616 Maximum Function Value = 0.22471 Number of Crossovers = 78 Elitist Reproduction on Individual 5 ################# Generation 7 ################# # Binary Code Param1 Param2 Fitness 1 110100010010001111001110010100 0.8169 0.9030 0.00015 2 011100010010001101001110011110 0.4419 0.6533 0.09732 3 010100010010001100001110010111 0.3169 0.5281 0.00018 4 001100010010001101001110011100 0.1919 0.6532 0.00115 5 000100010010001101001110011100 0.0669 0.6532 0.22471 Average Values: 0.3669 0.6782 0.06470 Average Function Value of Generation= 0.06470 Maximum Function Value = 0.22471 Number of Crossovers = 80 ################# Generation 8 ################# # Binary Code Param1 Param2 Fitness 1 000100010010001101001110011100 0.0669 0.6532 0.22471 2 011100010010001101001110011110 0.4419 0.6533 0.09732 3 010100010010001101001110011110 0.3169 0.6533 0.01271 4 011100010010001100001110011111 0.4419 0.5283 0.00132 5 001100010010001101001110011100 0.1919 0.6532 0.00115 Average Values: 0.2919 0.6283 0.06744 Average Function Value of Generation= 0.06744 Maximum Function Value = 0.22471 Number of Crossovers = 78 Elitist Reproduction on Individual 5 ################# Generation 9 ################# # Binary Code Param1 Param2 Fitness 1 011100010010001101001110011110 0.4419 0.6533 0.09732 2 010100010010001101001110011110 0.3169 0.6533 0.01271 3 000100010010001100001110011100 0.0669 0.5282 0.00310 4 011100010010001100001110011111 0.4419 0.5283 0.00132 5 000100010010001101001110011100 0.0669 0.6532 0.22471 Average Values: 0.2669 0.6033 0.06783 Average Function Value of Generation= 0.06783 Maximum Function Value = 0.22471 Number of Crossovers = 80 %%%%%%% Restart micro-population at generation 9 %%%%%%% ################# Generation 10 ################# # Binary Code Param1 Param2 Fitness 1 000100010010001101001110011100 0.0669 0.6532 0.22471 2 111001101110111010110001111100 0.9021 0.3475 0.00000 3 101100010011010100000110101101 0.6922 0.5131 0.00183 4 010110010110000100101100110011 0.3491 0.5875 0.00000 5 010001011100011100010111110110 0.2726 0.5466 0.00001 Average Values: 0.4566 0.5296 0.04531 Average Function Value of Generation= 0.04531 Maximum Function Value = 0.22471 Number of Crossovers = 71 Elitist Reproduction on Individual 5 ################# Generation 11 ################# # Binary Code Param1 Param2 Fitness 1 100000001010001001001000111100 0.5025 0.1425 0.00016 2 010100010000001100011110111110 0.3164 0.5605 0.00000 3 001100010010000101001110101100 0.1919 0.6537 0.00115 4 111000010110010000100010101100 0.8805 0.0678 0.02852 5 000100010010001101001110011100 0.0669 0.6532 0.22471 Average Values: 0.3916 0.4155 0.05091 Average Function Value of Generation= 0.05091 Maximum Function Value = 0.22471 Number of Crossovers = 72 Elitist Reproduction on Individual 1 ################# Generation 12 ################# # Binary Code Param1 Param2 Fitness 1 000100010010001101001110011100 0.0669 0.6532 0.22471 2 110100010110001100001110001100 0.8179 0.5277 0.00012 3 101100010110010001001010101100 0.6930 0.1459 0.00004 4 001100010010001101001110011100 0.1919 0.6532 0.00115 5 000100010010000101001110001100 0.0669 0.6527 0.22492 Average Values: 0.3673 0.5266 0.09019 Average Function Value of Generation= 0.09019 Maximum Function Value = 0.22492 Number of Crossovers = 67 ################# Generation 13 ################# # Binary Code Param1 Param2 Fitness 1 001100010010000101001110011100 0.1919 0.6532 0.00115 2 001100010010000101001110011100 0.1919 0.6532 0.00115 3 000100010010001101001110001100 0.0669 0.6527 0.22492 4 001100010010001101001110011100 0.1919 0.6532 0.00115 5 000100010010000101001110001100 0.0669 0.6527 0.22492 Average Values: 0.1419 0.6530 0.09066 Average Function Value of Generation= 0.09066 Maximum Function Value = 0.22492 Number of Crossovers = 77 %%%%%%% Restart micro-population at generation 13 %%%%%%% ################# Generation 14 ################# # Binary Code Param1 Param2 Fitness 1 000100010010000101001110001100 0.0669 0.6527 0.22492 2 010001011010000000001101011101 0.2720 0.0263 0.19778 3 000001101111110101100000111110 0.0273 0.6894 0.01945 4 101001101011000111110111100100 0.6511 0.9836 0.00012 5 000010000101100100110111010111 0.0326 0.6081 0.01638 Average Values: 0.2100 0.5920 0.09173 Average Function Value of Generation= 0.09173 Maximum Function Value = 0.22492 Number of Crossovers = 86 Elitist Reproduction on Individual 1 ################# Generation 15 ################# # Binary Code Param1 Param2 Fitness 1 000100010010000101001110001100 0.0669 0.6527 0.22492 2 000001111010110000101000011101 0.0300 0.0790 0.29078 3 000000101111110101101000101110 0.0117 0.7046 0.00132 4 000000010010000001001111001100 0.0044 0.1547 0.00000 5 000101010011110101000110111110 0.0829 0.6386 0.16025 Average Values: 0.0392 0.4459 0.13545 Average Function Value of Generation= 0.13545 Maximum Function Value = 0.29078 Number of Crossovers = 76 Elitist Reproduction on Individual 3 ################# Generation 16 ################# # Binary Code Param1 Param2 Fitness 1 000101110010110001101000011110 0.0905 0.2040 0.02422 2 000101010011000101001110001100 0.0828 0.6527 0.18437 3 000001111010110000101000011101 0.0300 0.0790 0.29078 4 000000111010010001001100001101 0.0142 0.1488 0.00002 5 000001110010110100101110011101 0.0280 0.5907 0.00161 Average Values: 0.0491 0.3351 0.10020 Average Function Value of Generation= 0.10020 Maximum Function Value = 0.29078 Number of Crossovers = 72 Elitist Reproduction on Individual 2 ################# Generation 17 ################# # Binary Code Param1 Param2 Fitness 1 000001110010110000101000011100 0.0280 0.0790 0.25527 2 000001111010110000101000011101 0.0300 0.0790 0.29078 3 000001111010110001101000011111 0.0300 0.2041 0.01239 4 000101110010110001101000011111 0.0905 0.2041 0.02431 5 000101110010110000101000011100 0.0905 0.0790 0.57101 Average Values: 0.0538 0.1290 0.23075 Average Function Value of Generation= 0.23075 Maximum Function Value = 0.57101 Number of Crossovers = 69 Elitist Reproduction on Individual 3 ################# Generation 18 ################# # Binary Code Param1 Param2 Fitness 1 000001111010110000101000011100 0.0300 0.0790 0.29095 2 000001110010110000101000011100 0.0280 0.0790 0.25527 3 000101110010110000101000011100 0.0905 0.0790 0.57101 4 000101110010110000101000011111 0.0905 0.0791 0.57001 5 000101110010110000101000011110 0.0905 0.0790 0.57035 Average Values: 0.0659 0.0790 0.45152 Average Function Value of Generation= 0.45152 Maximum Function Value = 0.57101 Number of Crossovers = 88 %%%%%%% Restart micro-population at generation 18 %%%%%%% ################# Generation 19 ################# # Binary Code Param1 Param2 Fitness 1 000101110010110000101000011100 0.0905 0.0790 0.57101 2 000010000011101110101111101100 0.0321 0.8432 0.02611 3 111100000011100100101111111111 0.9384 0.5937 0.00000 4 101000000010110000001011110000 0.6257 0.0229 0.02530 5 100000011010011111001000011011 0.5065 0.8915 0.00085 Average Values: 0.4386 0.4861 0.12465 Average Function Value of Generation= 0.12465 Maximum Function Value = 0.57101 Number of Crossovers = 72 Elitist Reproduction on Individual 3 ################# Generation 20 ################# # Binary Code Param1 Param2 Fitness 1 000010010011100110101010101100 0.0360 0.8334 0.02844 2 100100010010110000001001011100 0.5671 0.0184 0.00000 3 000101110010110000101000011100 0.0905 0.0790 0.57101 4 100101111010110110001000011000 0.5925 0.7664 0.00000 5 000011000010101010101101001100 0.0475 0.3383 0.00109 Average Values: 0.2667 0.4071 0.12011 Average Function Value of Generation= 0.12011 Maximum Function Value = 0.57101 Number of Crossovers = 72 Elitist Reproduction on Individual 3 ################# 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 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 ################# Generation 60 ################# # Binary Code Param1 Param2 Fitness 1 000010100100100100100011101010 0.0402 0.5697 0.00001 2 000110100100100100100010101010 0.1027 0.5677 0.00000 3 000100100000100001100000101010 0.0704 0.1888 0.00253 4 000100100000000000100000101010 0.0703 0.0638 0.98354 5 000010101100100000100011101000 0.0421 0.0696 0.61152 Average Values: 0.0651 0.2919 0.31952 Average Function Value of Generation= 0.31952 Maximum Function Value = 0.98354 Number of Crossovers = 79 Elitist Reproduction on Individual 2 ################# Generation 61 ################# # Binary Code Param1 Param2 Fitness 1 000100101100100001100010101010 0.0734 0.1927 0.00580 2 000100100000000000100000101010 0.0703 0.0638 0.98354 3 000010101100100000100011101010 0.0421 0.0696 0.61136 4 000100100100000000100010101010 0.0713 0.0677 0.98414 5 000100100000000001100000101010 0.0703 0.1888 0.00254 Average Values: 0.0655 0.1165 0.51748 Average Function Value of Generation= 0.51748 Maximum Function Value = 0.98414 Number of Crossovers = 71 ################# Generation 62 ################# # Binary Code Param1 Param2 Fitness 1 000100100100100001100010101010 0.0714 0.1927 0.00590 2 000100100100000000100000101010 0.0713 0.0638 0.97764 3 000100100000000000100010101010 0.0703 0.0677 0.99008 4 000100100100000000100010101010 0.0713 0.0677 0.98414 5 000000101100100000100010101010 0.0109 0.0677 0.05831 Average Values: 0.0590 0.0919 0.60321 Average Function Value of Generation= 0.60321 Maximum Function Value = 0.99008 Number of Crossovers = 85 %%%%%%% Restart micro-population at generation 62 %%%%%%% ################# Generation 63 ################# # Binary Code Param1 Param2 Fitness 1 000100100000000000100010101010 0.0703 0.0677 0.99008 2 111011111101110111100000000100 0.9370 0.9377 0.00000 3 111011010011100010010011110101 0.9267 0.2887 0.00004 4 110110011100011100011100111101 0.8507 0.5566 0.00000 5 110101010001111100001001111010 0.8325 0.5194 0.00083 Average Values: 0.7234 0.4740 0.19819 Average Function Value of Generation= 0.19819 Maximum Function Value = 0.99008 Number of Crossovers = 77 Elitist Reproduction on Individual 5 ################# Generation 64 ################# # Binary Code Param1 Param2 Fitness 1 100100010000101100101011111010 0.5666 0.5858 0.00000 2 011100000010000010010010100101 0.4380 0.2863 0.20530 3 000100010001001000001010111010 0.0667 0.0213 0.17015 4 110100110000100000000000111010 0.8244 0.0018 0.00076 5 000100100000000000100010101010 0.0703 0.0677 0.99008 Average Values: 0.3932 0.1926 0.27326 Average Function Value of Generation= 0.27326 Maximum Function Value = 0.99008 Number of Crossovers = 77 Elitist Reproduction on Individual 4 ################# Generation 65 ################# # Binary Code Param1 Param2 Fitness 1 000100010000000000101010101010 0.0664 0.0833 0.80811 2 010100100000100000100010111010 0.3204 0.0682 0.03682 3 011100010001001010011010101010 0.4417 0.3021 0.09533 4 000100100000000000100010101010 0.0703 0.0677 0.99008 5 111100010000000010010010100101 0.9414 0.2863 0.00000 Average Values: 0.3681 0.1615 0.38607 Average Function Value of Generation= 0.38607 Maximum Function Value = 0.99008 Number of Crossovers = 77 Elitist Reproduction on Individual 3 ################# Generation 66 ################# # Binary Code Param1 Param2 Fitness 1 001100100000000000000010101010 0.1953 0.0052 0.00027 2 010100100000100000100010111010 0.3204 0.0682 0.03682 3 000100100000000000100010101010 0.0703 0.0677 0.99008 4 000100010000000000100010101010 0.0664 0.0677 0.99929 5 000100010000000000100010101010 0.0664 0.0677 0.99929 Average Values: 0.1438 0.0553 0.60515 Average Function Value of Generation= 0.60515 Maximum Function Value = 0.99929 Number of Crossovers = 64 %%%%%%% Restart micro-population at generation 66 %%%%%%% ################# Generation 67 ################# # Binary Code Param1 Param2 Fitness 1 000100010000000000100010101010 0.0664 0.0677 0.99929 2 110010000100000000001001010000 0.7823 0.0181 0.00011 3 001111000000001011101111101001 0.2344 0.4681 0.21614 4 001001101100111101010000100101 0.1516 0.6574 0.00002 5 101010101010110011111110001100 0.6667 0.4965 0.02681 Average Values: 0.3803 0.3415 0.24847 Average Function Value of Generation= 0.24847 Maximum Function Value = 0.99929 Number of Crossovers = 59 Elitist Reproduction on Individual 4 ################# Generation 68 ################# # Binary Code Param1 Param2 Fitness 1 100011000100001010001001001001 0.5479 0.2679 0.00000 2 000100000000001011100011101001 0.0625 0.4446 0.45230 3 001111000010111011101110001001 0.2351 0.4651 0.23296 4 000100010000000000100010101010 0.0664 0.0677 0.99929 5 101010100000010011110010101000 0.6641 0.4739 0.08201 Average Values: 0.3152 0.3438 0.35331 Average Function Value of Generation= 0.35331 Maximum Function Value = 0.99929 Number of Crossovers = 80 Elitist Reproduction on Individual 4 ################# Generation 69 ################# # Binary Code Param1 Param2 Fitness 1 001100000010111011101010001001 0.1882 0.4573 0.00115 2 100110110000000001110010101000 0.6055 0.2239 0.00859 3 000000010000010000100010101010 0.0040 0.0677 0.02283 4 000100010000000000100010101010 0.0664 0.0677 0.99929 5 001110000000001001100110101001 0.2188 0.2005 0.00401 Average Values: 0.2166 0.2034 0.20718 Average Function Value of Generation= 0.20718 Maximum Function Value = 0.99929 Number of Crossovers = 67 ################# Generation 70 ################# # Binary Code Param1 Param2 Fitness 1 100100010000010001110010101000 0.5665 0.2239 0.00000 2 000100010000000000100010101010 0.0664 0.0677 0.99929 3 000100110000000001110010101000 0.0742 0.2239 0.24466 4 000110110000000000110010101000 0.1055 0.0989 0.12604 5 001110000000000001100110101011 0.2188 0.2005 0.00404 Average Values: 0.2063 0.1630 0.27481 Average Function Value of Generation= 0.27481 Maximum Function Value = 0.99929 Number of Crossovers = 76 Elitist Reproduction on Individual 1 ################# Generation 71 ################# # Binary Code Param1 Param2 Fitness 1 000100010000000000100010101010 0.0664 0.0677 0.99929 2 000100010000000001100110101011 0.0664 0.2005 0.02316 3 000100000000000000100010101011 0.0625 0.0677 0.98497 4 001100000000000001100110101001 0.1875 0.2005 0.00004 5 000100010000000001110010101010 0.0664 0.2239 0.25628 Average Values: 0.0898 0.1521 0.45275 Average Function Value of Generation= 0.45275 Maximum Function Value = 0.99929 Number of Crossovers = 71 ################# Generation 72 ################# # Binary Code Param1 Param2 Fitness 1 000100010000000000100110101011 0.0664 0.0755 0.94273 2 000100010000000001100110101011 0.0664 0.2005 0.02316 3 000100010000000000100010101010 0.0664 0.0677 0.99929 4 000100000000000000100010101010 0.0625 0.0677 0.98501 5 000100010000000000110010101010 0.0664 0.0989 0.43330 Average Values: 0.0656 0.1021 0.67670 Average Function Value of Generation= 0.67670 Maximum Function Value = 0.99929 Number of Crossovers = 75 Elitist Reproduction on Individual 1 ################# Generation 73 ################# # Binary Code Param1 Param2 Fitness 1 000100010000000000100010101010 0.0664 0.0677 0.99929 2 000100010000000000100110101011 0.0664 0.0755 0.94273 3 000100010000000000110010101010 0.0664 0.0989 0.43330 4 000100010000000000110010101010 0.0664 0.0989 0.43330 5 000100010000000000100110101011 0.0664 0.0755 0.94273 Average Values: 0.0664 0.0833 0.75027 Average Function Value of Generation= 0.75027 Maximum Function Value = 0.99929 Number of Crossovers = 80 Elitist Reproduction on Individual 5 ################# Generation 74 ################# # Binary Code Param1 Param2 Fitness 1 000100010000000000100110101011 0.0664 0.0755 0.94273 2 000100010000000000100010101011 0.0664 0.0677 0.99925 3 000100010000000000100110101011 0.0664 0.0755 0.94273 4 000100010000000000100110101011 0.0664 0.0755 0.94273 5 000100010000000000100010101010 0.0664 0.0677 0.99929 Average Values: 0.0664 0.0724 0.96535 Average Function Value of Generation= 0.96535 Maximum Function Value = 0.99929 Number of Crossovers = 68 Elitist Reproduction on Individual 4 ################# Generation 75 ################# # Binary Code Param1 Param2 Fitness 1 000100010000000000100110101011 0.0664 0.0755 0.94273 2 000100010000000000100110101011 0.0664 0.0755 0.94273 3 000100010000000000100110101011 0.0664 0.0755 0.94273 4 000100010000000000100010101010 0.0664 0.0677 0.99929 5 000100010000000000100010101011 0.0664 0.0677 0.99925 Average Values: 0.0664 0.0724 0.96535 Average Function Value of Generation= 0.96535 Maximum Function Value = 0.99929 Number of Crossovers = 72 Elitist Reproduction on Individual 3 %%%%%%% Restart micro-population at generation 75 %%%%%%% ################# Generation 76 ################# # Binary Code Param1 Param2 Fitness 1 000100010000000000100010101010 0.0664 0.0677 0.99929 2 101111110101111001000001000010 0.7476 0.1270 0.00000 3 011001110111111000011111001101 0.4043 0.0609 0.04075 4 110100001100110001001000010010 0.8156 0.1412 0.00008 5 110100001010100111011000011101 0.8151 0.9228 0.00001 Average Values: 0.5698 0.2639 0.20803 Average Function Value of Generation= 0.20803 Maximum Function Value = 0.99929 Number of Crossovers = 72 Elitist Reproduction on Individual 3 ################# Generation 77 ################# # Binary Code Param1 Param2 Fitness 1 010100010000110001001010111010 0.3166 0.1463 0.00004 2 010000101010110011011111001101 0.2604 0.4360 0.30846 3 000100010000000000100010101010 0.0664 0.0677 0.99929 4 010000110111101000001111001101 0.2636 0.0297 0.27098 5 110100001000110000000010100010 0.8147 0.0049 0.00079 Average Values: 0.3443 0.1369 0.31591 Average Function Value of Generation= 0.31591 Maximum Function Value = 0.99929 Number of Crossovers = 83 Elitist Reproduction on Individual 2 ################# Generation 78 ################# # Binary Code Param1 Param2 Fitness 1 010100101010110010101110101010 0.3229 0.3411 0.00002 2 000100010000000000100010101010 0.0664 0.0677 0.99929 3 000100000000000000010110101001 0.0625 0.0442 0.65745 4 000100010111100000101011101111 0.0682 0.0854 0.76094 5 110100001000010000100010101010 0.8145 0.0677 0.02958 Average Values: 0.2669 0.1212 0.48946 Average Function Value of Generation= 0.48946 Maximum Function Value = 0.99929 Number of Crossovers = 75 Elitist Reproduction on Individual 4 ################# Generation 79 ################# # Binary Code Param1 Param2 Fitness 1 000100010000000000100110101010 0.0664 0.0755 0.94312 2 000100010001100000101011101010 0.0668 0.0853 0.76555 3 000100010011100000101010101110 0.0673 0.0834 0.80553 4 000100010000000000100010101010 0.0664 0.0677 0.99929 5 000100010011000000100010101010 0.0671 0.0677 0.99936 Average Values: 0.0668 0.0759 0.90257 Average Function Value of Generation= 0.90257 Maximum Function Value = 0.99936 Number of Crossovers = 64 Elitist Reproduction on Individual 4 ################# Generation 80 ################# # Binary Code Param1 Param2 Fitness 1 000100010001000000100010101010 0.0667 0.0677 0.99940 2 000100010000000000100010101010 0.0664 0.0677 0.99929 3 000100010000100000101010101110 0.0665 0.0834 0.80558 4 000100010011000000100010101010 0.0671 0.0677 0.99936 5 000100010001000000100010101010 0.0667 0.0677 0.99940 Average Values: 0.0667 0.0708 0.96061 Average Function Value of Generation= 0.96061 Maximum Function Value = 0.99940 Number of Crossovers = 72 %%%%%%% Restart micro-population at generation 80 %%%%%%% ################# Generation 81 ################# # Binary Code Param1 Param2 Fitness 1 000100010001000000100010101010 0.0667 0.0677 0.99940 2 110111011001111001100010011101 0.8657 0.1923 0.00030 3 001000011101110010100010111100 0.1323 0.3182 0.00073 4 111111000110000001010011000011 0.9859 0.1622 0.00000 5 100000101011100010100100110011 0.5106 0.3219 0.00125 Average Values: 0.5122 0.2125 0.20034 Average Function Value of Generation= 0.20034 Maximum Function Value = 0.99940 Number of Crossovers = 73 Elitist Reproduction on Individual 3 ################# Generation 82 ################# # Binary Code Param1 Param2 Fitness 1 100000011001000010100100101011 0.5061 0.3216 0.00204 2 101000111111100010100000110110 0.6405 0.3142 0.01565 3 000100010001000000100010101010 0.0667 0.0677 0.99940 4 000100111001000010100010101010 0.0764 0.3177 0.04817 5 110111111001110001100010111001 0.8735 0.1932 0.00026 Average Values: 0.4326 0.2429 0.21310 Average Function Value of Generation= 0.21310 Maximum Function Value = 0.99940 Number of Crossovers = 75 Elitist Reproduction on Individual 2 ################# Generation 83 ################# # Binary Code Param1 Param2 Fitness 1 001100111101000010100010101010 0.2024 0.3177 0.00157 2 000100010001000000100010101010 0.0667 0.0677 0.99940 3 100100011011100010100010101010 0.5692 0.3177 0.00000 4 100000011111100000100010111110 0.5077 0.0683 0.05532 5 100000011001100000100000110110 0.5062 0.0641 0.06350 Average Values: 0.3704 0.1671 0.22396 Average Function Value of Generation= 0.22396 Maximum Function Value = 0.99940 Number of Crossovers = 74 Elitist Reproduction on Individual 1 ################# Generation 84 ################# # Binary Code Param1 Param2 Fitness 1 000100010001000000100010101010 0.0667 0.0677 0.99940 2 000100011001000000100000100110 0.0686 0.0637 0.98983 3 100000010011000000100010101010 0.5047 0.0677 0.07389 4 100000011011100000100010110110 0.5067 0.0681 0.06088 5 100000010111100000100010111010 0.5058 0.0682 0.06676 Average Values: 0.3305 0.0671 0.43815 Average Function Value of Generation= 0.43815 Maximum Function Value = 0.99940 Number of Crossovers = 81 ################# Generation 85 ################# # Binary Code Param1 Param2 Fitness 1 000100010001000000100010101110 0.0667 0.0678 0.99923 2 000100010011000000100010101010 0.0671 0.0677 0.99936 3 100100011011000000100000100110 0.5691 0.0637 0.00002 4 000100010001000000100010101010 0.0667 0.0677 0.99940 5 000100010001000000100010101010 0.0667 0.0677 0.99940 Average Values: 0.1672 0.0669 0.79948 Average Function Value of Generation= 0.79948 Maximum Function Value = 0.99940 Number of Crossovers = 75 %%%%%%% Restart micro-population at generation 85 %%%%%%% ################# Generation 86 ################# # Binary Code Param1 Param2 Fitness 1 000100010001000000100010101010 0.0667 0.0677 0.99940 2 111101010110111111101011100011 0.9587 0.9601 0.00000 3 100011110110000111100000010001 0.5601 0.9380 0.00000 4 110111111101100000000000101101 0.8744 0.0014 0.00058 5 100011010001110001001010000010 0.5512 0.1446 0.00000 Average Values: 0.6022 0.4224 0.20000 Average Function Value of Generation= 0.20000 Maximum Function Value = 0.99940 Number of Crossovers = 81 Elitist Reproduction on Individual 5 ################# Generation 87 ################# # Binary Code Param1 Param2 Fitness 1 110011011101100001000000001011 0.8041 0.1253 0.00060 2 100111010101000000000000101110 0.6145 0.0014 0.00105 3 100100010001100001101010101010 0.5668 0.2083 0.00000 4 110111110110111010101011101001 0.8728 0.3352 0.00012 5 000100010001000000100010101010 0.0667 0.0677 0.99940 Average Values: 0.5850 0.1476 0.20024 Average Function Value of Generation= 0.20024 Maximum Function Value = 0.99940 Number of Crossovers = 87 Elitist Reproduction on Individual 5 ################# Generation 88 ################# # Binary Code Param1 Param2 Fitness 1 100101010001000000100000101010 0.5823 0.0638 0.00117 2 100111011101000001000000001111 0.6165 0.1255 0.00329 3 000110010101000000000010101010 0.0989 0.0052 0.01192 4 010100010101000000000010001011 0.3176 0.0042 0.00124 5 000100010001000000100010101010 0.0667 0.0677 0.99940 Average Values: 0.3364 0.0533 0.20341 Average Function Value of Generation= 0.20341 Maximum Function Value = 0.99940 Number of Crossovers = 81 Elitist Reproduction on Individual 5 ################# Generation 89 ################# # Binary Code Param1 Param2 Fitness 1 000100010101000001000010101110 0.0676 0.1303 0.02076 2 000100010101000000000010101010 0.0676 0.0052 0.02741 3 100101010001000001100000001110 0.5823 0.1879 0.00000 4 000100010001000000000010101010 0.0667 0.0052 0.02742 5 000100010001000000100010101010 0.0667 0.0677 0.99940 Average Values: 0.1702 0.0793 0.21500 Average Function Value of Generation= 0.21500 Maximum Function Value = 0.99940 Number of Crossovers = 75 %%%%%%% Restart micro-population at generation 89 %%%%%%% ################# Generation 90 ################# # Binary Code Param1 Param2 Fitness 1 000100010001000000100010101010 0.0667 0.0677 0.99940 2 111011100110001000000111101010 0.9312 0.0150 0.00000 3 000110001000010101011000100101 0.0958 0.6730 0.08067 4 001110000010101100101100011001 0.2194 0.5867 0.00052 5 000001010000000000101010000011 0.0195 0.0821 0.12108 Average Values: 0.2665 0.2849 0.24034 Average Function Value of Generation= 0.24034 Maximum Function Value = 0.99940 Number of Crossovers = 65 Elitist Reproduction on Individual 1 ################# Generation 91 ################# # Binary Code Param1 Param2 Fitness 1 000100010001000000100010101010 0.0667 0.0677 0.99940 2 000001010001000000100010000011 0.0198 0.0665 0.14865 3 000100010001000100100100001001 0.0667 0.5706 0.00003 4 001110010001001000101000111001 0.2229 0.0799 0.20940 5 000000010001000000101010001010 0.0042 0.0823 0.01946 Average Values: 0.0760 0.1734 0.27539 Average Function Value of Generation= 0.27539 Maximum Function Value = 0.99940 Number of Crossovers = 72 Elitist Reproduction on Individual 4 ################# Generation 92 ################# # Binary Code Param1 Param2 Fitness 1 001110010001000000100010111010 0.2229 0.0682 0.23824 2 001100010001001000100000101001 0.1917 0.0638 0.00485 3 001011010001001000100000101011 0.1761 0.0638 0.00003 4 000100010001000000100010101010 0.0667 0.0677 0.99940 5 000110010001001000101000111001 0.0979 0.0799 0.40061 Average Values: 0.1510 0.0687 0.32863 Average Function Value of Generation= 0.32863 Maximum Function Value = 0.99940 Number of Crossovers = 76 Elitist Reproduction on Individual 5 ################# Generation 93 ################# # Binary Code Param1 Param2 Fitness 1 000100010001001000101010111010 0.0667 0.0838 0.79780 2 001110010001000000100000111001 0.2229 0.0642 0.23733 3 000100010001000000100010101000 0.0667 0.0676 0.99948 4 001110010001000000101000111001 0.2229 0.0799 0.20895 5 000100010001000000100010101010 0.0667 0.0677 0.99940 Average Values: 0.1292 0.0726 0.64860 Average Function Value of Generation= 0.64860 Maximum Function Value = 0.99948 Number of Crossovers = 78 Elitist Reproduction on Individual 3 ################# Generation 94 ################# # Binary Code Param1 Param2 Fitness 1 000100010001000000101010101010 0.0667 0.0833 0.80821 2 001100010001000000100000101000 0.1917 0.0637 0.00481 3 000100010001000000100010101000 0.0667 0.0676 0.99948 4 001110010001000000100000101010 0.2229 0.0638 0.23686 5 000100010001000000101010111000 0.0667 0.0837 0.79911 Average Values: 0.1229 0.0724 0.56969 Average Function Value of Generation= 0.56969 Maximum Function Value = 0.99948 Number of Crossovers = 75 %%%%%%% Restart micro-population at generation 94 %%%%%%% ################# Generation 95 ################# # Binary Code Param1 Param2 Fitness 1 000100010001000000100010101000 0.0667 0.0676 0.99948 2 001111011011111101011101110010 0.2412 0.6832 0.06203 3 010111011111111110111011011010 0.3672 0.8661 0.00000 4 011110110010111000101011101101 0.4812 0.0854 0.24615 5 100101000001111110010010000010 0.5786 0.7852 0.00000 Average Values: 0.3470 0.4975 0.26153 Average Function Value of Generation= 0.26153 Maximum Function Value = 0.99948 Number of Crossovers = 87 Elitist Reproduction on Individual 4 ################# Generation 96 ################# # Binary Code Param1 Param2 Fitness 1 000111110010111010111010100100 0.1218 0.3644 0.00000 2 100100000001011110110010101010 0.5629 0.8490 0.00000 3 000110010011001000100110100000 0.0984 0.0752 0.42211 4 000100010001000000100010101000 0.0667 0.0676 0.99948 5 000111010011000000111101110010 0.1140 0.1207 0.01099 Average Values: 0.1927 0.2954 0.28652 Average Function Value of Generation= 0.28652 Maximum Function Value = 0.99948 Number of Crossovers = 77 Elitist Reproduction on Individual 5 ################# Generation 97 ################# # Binary Code Param1 Param2 Fitness 1 000110010001001000100010101000 0.0979 0.0676 0.45717 2 000110010011001000111101110000 0.0984 0.1206 0.03357 3 000100010011001000100010100000 0.0672 0.0674 0.99967 4 100100010001001110110010101010 0.5667 0.8490 0.00000 5 000100010001000000100010101000 0.0667 0.0676 0.99948 Average Values: 0.1794 0.2344 0.49798 Average Function Value of Generation= 0.49798 Maximum Function Value = 0.99967 Number of Crossovers = 67 Elitist Reproduction on Individual 1 ################# Generation 98 ################# # Binary Code Param1 Param2 Fitness 1 000100010011001000100010100000 0.0672 0.0674 0.99967 2 000100010011001000100010101000 0.0672 0.0676 0.99942 3 000100010011001000100010101000 0.0672 0.0676 0.99942 4 000110010001000000111100111000 0.0979 0.1189 0.04160 5 000100010011001000100010101000 0.0672 0.0676 0.99942 Average Values: 0.0733 0.0778 0.80791 Average Function Value of Generation= 0.80791 Maximum Function Value = 0.99967 Number of Crossovers = 72 %%%%%%% Restart micro-population at generation 98 %%%%%%% ################# Generation 99 ################# # Binary Code Param1 Param2 Fitness 1 000100010011001000100010100000 0.0672 0.0674 0.99967 2 110000000000011100101001101100 0.7501 0.5814 0.00000 3 111100010011111100110011011001 0.9424 0.6004 0.00000 4 010110000000011011001100001001 0.3439 0.3987 0.00001 5 100101101001110100000110000011 0.5883 0.5118 0.00014 Average Values: 0.5384 0.4320 0.19996 Average Function Value of Generation= 0.19996 Maximum Function Value = 0.99967 Number of Crossovers = 81 Elitist Reproduction on Individual 1 ################# Generation 100 ################# # Binary Code Param1 Param2 Fitness 1 000100010011001000100010100000 0.0672 0.0674 0.99967 2 010110000011001001100100101000 0.3445 0.1965 0.00000 3 000100111001101100100110000000 0.0766 0.5742 0.00012 4 010110000011011011101000101001 0.3446 0.4544 0.00011 5 010110010011011000101010100001 0.3485 0.0830 0.00004 Average Values: 0.2363 0.2751 0.19999 Average Function Value of Generation= 0.19999 Maximum Function Value = 0.99967 Number of Crossovers = 74 Elitist Reproduction on Individual 5 ################# Generation 101 ################# # Binary Code Param1 Param2 Fitness 1 010100010011001011101010101001 0.3172 0.4583 0.02828 2 010100010011011001101010101000 0.3172 0.2083 0.00346 3 010100000011011000100010101000 0.3133 0.0676 0.08362 4 000110111011011100101110100001 0.1082 0.5909 0.00136 5 000100010011001000100010100000 0.0672 0.0674 0.99967 Average Values: 0.2246 0.2785 0.22328 Average Function Value of Generation= 0.22328 Maximum Function Value = 0.99967 Number of Crossovers = 68 Elitist Reproduction on Individual 4 ################# Generation 102 ################# # Binary Code Param1 Param2 Fitness 1 010100010011001001100010101000 0.3172 0.1926 0.00033 2 000100000011001000100010101000 0.0633 0.0676 0.98970 3 010100000011011001100010101000 0.3133 0.1926 0.00050 4 000100010011001000100010100000 0.0672 0.0674 0.99967 5 000100000011011000100010100000 0.0633 0.0674 0.99029 Average Values: 0.1649 0.1175 0.59610 Average Function Value of Generation= 0.59610 Maximum Function Value = 0.99967 Number of Crossovers = 80 Elitist Reproduction on Individual 5 ################# Generation 103 ################# # Binary Code Param1 Param2 Fitness 1 000100010011011000100010100000 0.0672 0.0674 0.99964 2 010100000011011001100010101000 0.3133 0.1926 0.00050 3 000100010011011000100010100000 0.0672 0.0674 0.99964 4 000100000011001000100010100000 0.0633 0.0674 0.98996 5 000100010011001000100010100000 0.0672 0.0674 0.99967 Average Values: 0.1156 0.0924 0.79788 Average Function Value of Generation= 0.79788 Maximum Function Value = 0.99967 Number of Crossovers = 74 %%%%%%% Restart micro-population at generation 103 %%%%%%% ################# Generation 104 ################# # Binary Code Param1 Param2 Fitness 1 000100010011001000100010100000 0.0672 0.0674 0.99967 2 001110000000000110110101011010 0.2188 0.8543 0.01177 3 101110001001101110111000001101 0.7211 0.8598 0.00013 4 010111001001101010000101010110 0.3617 0.2604 0.00000 5 101111101011101010110101010100 0.7450 0.3541 0.00000 Average Values: 0.4228 0.4792 0.20232 Average Function Value of Generation= 0.20232 Maximum Function Value = 0.99967 Number of Crossovers = 74 Elitist Reproduction on Individual 4 ################# Generation 105 ################# # Binary Code Param1 Param2 Fitness 1 010110000011101000000100100110 0.3446 0.0090 0.00001 2 100100011001001010111000000100 0.5687 0.3595 0.00000 3 001110001001001110110000101000 0.2210 0.8450 0.01461 4 000100010011001000100010100000 0.0672 0.0674 0.99967 5 001110010010001100100111001010 0.2232 0.5765 0.00007 Average Values: 0.2849 0.3715 0.20287 Average Function Value of Generation= 0.20287 Maximum Function Value = 0.99967 Number of Crossovers = 63 Elitist Reproduction on Individual 1 ################# Generation 106 ################# # Binary Code Param1 Param2 Fitness 1 000100010011001000100010100000 0.0672 0.0674 0.99967 2 000100010011001000100100100000 0.0672 0.0713 0.98461 3 001100001011001110100000101000 0.1902 0.8137 0.00010 4 000110000011001110110000101000 0.0945 0.8450 0.03811 5 001100010010001000100111101010 0.1919 0.0775 0.00470 Average Values: 0.1222 0.3750 0.40544 Average Function Value of Generation= 0.40544 Maximum Function Value = 0.99967 Number of Crossovers = 73 Elitist Reproduction on Individual 4 ################# Generation 107 ################# # Binary Code Param1 Param2 Fitness 1 000100010011001000100000100000 0.0672 0.0635 0.99124 2 000110000011001010100100100000 0.0945 0.3213 0.01785 3 000100000011001100100010100000 0.0633 0.5674 0.00001 4 000100010011001000100010100000 0.0672 0.0674 0.99967 5 000110010011001100100000101000 0.0984 0.5637 0.00000 Average Values: 0.0781 0.3167 0.40175 Average Function Value of Generation= 0.40175 Maximum Function Value = 0.99967 Number of Crossovers = 71 Elitist Reproduction on Individual 1 %%%%%%% Restart micro-population at generation 107 %%%%%%% ################# Generation 108 ################# # Binary Code Param1 Param2 Fitness 1 000100010011001000100010100000 0.0672 0.0674 0.99967 2 101010100101011100011101110010 0.6654 0.5582 0.00000 3 000000001101110001011000010110 0.0034 0.1726 0.00000 4 101010110010100110101100111101 0.6686 0.8378 0.01197 5 101101000011000110100001110001 0.7039 0.8160 0.00070 Average Values: 0.4217 0.4904 0.20247 Average Function Value of Generation= 0.20247 Maximum Function Value = 0.99967 Number of Crossovers = 81 Elitist Reproduction on Individual 1 ################# Generation 109 ################# # Binary Code Param1 Param2 Fitness 1 000100010011001000100010100000 0.0672 0.0674 0.99967 2 100100010011001110100011100000 0.5672 0.8194 0.00000 3 001100000011001110100000100000 0.1883 0.8135 0.00006 4 000100000101011001001000010000 0.0638 0.1411 0.00255 5 001100010011001110100011100000 0.1922 0.8194 0.00021 Average Values: 0.2157 0.5321 0.20050 Average Function Value of Generation= 0.20050 Maximum Function Value = 0.99967 Number of Crossovers = 78 Elitist Reproduction on Individual 1 ################# Generation 110 ################# # Binary Code Param1 Param2 Fitness 1 000100010011001000100010100000 0.0672 0.0674 0.99967 2 000100010101001001000000000000 0.0677 0.1250 0.04423 3 000100010011001010100011100000 0.0672 0.3193 0.04237 4 000100000011011000001000110000 0.0633 0.0171 0.11419 5 000100000101011000100000110000 0.0638 0.0640 0.98668 Average Values: 0.0658 0.1186 0.43743 Average Function Value of Generation= 0.43743 Maximum Function Value = 0.99967 Number of Crossovers = 74 Elitist Reproduction on Individual 3 ################# Generation 111 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010110000 0.0667 0.0679 0.99915 2 000100010001001001100010100000 0.0667 0.1924 0.00564 3 000100010011001000100010100000 0.0672 0.0674 0.99967 4 000100010101001001000010100000 0.0677 0.1299 0.02218 5 000100000011011000000000110000 0.0633 0.0015 0.01517 Average Values: 0.0663 0.0918 0.40836 Average Function Value of Generation= 0.40836 Maximum Function Value = 0.99967 Number of Crossovers = 67 ################# Generation 112 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010110000 0.0667 0.0679 0.99915 2 000100010011001000100010100000 0.0672 0.0674 0.99967 3 000100010001011000100010100000 0.0667 0.0674 0.99976 4 000100010001001000000010110000 0.0667 0.0054 0.02816 5 000100000011011000100000100000 0.0633 0.0635 0.98193 Average Values: 0.0661 0.0543 0.80174 Average Function Value of Generation= 0.80174 Maximum Function Value = 0.99976 Number of Crossovers = 72 Elitist Reproduction on Individual 2 ################# Generation 113 ################# # Binary Code Param1 Param2 Fitness 1 000100000011011000100010100000 0.0633 0.0674 0.99029 2 000100010001011000100010100000 0.0667 0.0674 0.99976 3 000100010011011000100010100000 0.0672 0.0674 0.99964 4 000100010011001000100010100000 0.0672 0.0674 0.99967 5 000100010011011000100010100000 0.0672 0.0674 0.99964 Average Values: 0.0663 0.0674 0.99780 Average Function Value of Generation= 0.99780 Maximum Function Value = 0.99976 Number of Crossovers = 91 %%%%%%% Restart micro-population at generation 113 %%%%%%% ################# Generation 114 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010100000 0.0667 0.0674 0.99976 2 000010011101100011000100111100 0.0385 0.3847 0.00088 3 110110111010100101011011011011 0.8581 0.6786 0.00816 4 010110001101110011000001011011 0.3471 0.3778 0.00000 5 011011010011110100001010100111 0.4267 0.5207 0.00276 Average Values: 0.3474 0.4058 0.20231 Average Function Value of Generation= 0.20231 Maximum Function Value = 0.99976 Number of Crossovers = 64 Elitist Reproduction on Individual 4 ################# Generation 115 ################# # Binary Code Param1 Param2 Fitness 1 111010110010110101001010101111 0.9187 0.6460 0.00010 2 011010010011010100001010100011 0.4110 0.5206 0.00094 3 010010110010100100001011011111 0.2936 0.5224 0.00324 4 000100010001011000100010100000 0.0667 0.0674 0.99976 5 000110011001101010100000111100 0.1000 0.3143 0.03076 Average Values: 0.3580 0.4142 0.20696 Average Function Value of Generation= 0.20696 Maximum Function Value = 0.99976 Number of Crossovers = 75 Elitist Reproduction on Individual 5 ################# Generation 116 ################# # Binary Code Param1 Param2 Fitness 1 000110011001001000100000100000 0.0999 0.0635 0.40759 2 000000010001100100101010100100 0.0043 0.5831 0.00003 3 001100010001011100101010100001 0.1917 0.5831 0.00001 4 000000010001001100101011011110 0.0042 0.5849 0.00005 5 000100010001011000100010100000 0.0667 0.0674 0.99976 Average Values: 0.0734 0.3764 0.28149 Average Function Value of Generation= 0.28149 Maximum Function Value = 0.99976 Number of Crossovers = 76 Elitist Reproduction on Individual 1 ################# Generation 117 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010100000 0.0667 0.0674 0.99976 2 000100010001010000101010100000 0.0667 0.0830 0.81463 3 000010010001100100100010100000 0.0355 0.5674 0.00000 4 000100011001001000100010100000 0.0686 0.0674 0.99724 5 000100010001001000100000100000 0.0667 0.0635 0.99131 Average Values: 0.0609 0.1697 0.76059 Average Function Value of Generation= 0.76059 Maximum Function Value = 0.99976 Number of Crossovers = 81 Elitist Reproduction on Individual 3 ################# Generation 118 ################# # Binary Code Param1 Param2 Fitness 1 000100010001000000101010100000 0.0667 0.0830 0.81462 2 000100011001011000100010100000 0.0687 0.0674 0.99707 3 000100010001011000100010100000 0.0667 0.0674 0.99976 4 000100010001001000100000100000 0.0667 0.0635 0.99131 5 000100010001001000100010100000 0.0667 0.0674 0.99975 Average Values: 0.0671 0.0697 0.96050 Average Function Value of Generation= 0.96050 Maximum Function Value = 0.99976 Number of Crossovers = 83 Elitist Reproduction on Individual 5 %%%%%%% Restart micro-population at generation 118 %%%%%%% ################# Generation 119 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010100000 0.0667 0.0674 0.99976 2 011101101010100000000010000101 0.4635 0.0041 0.01153 3 111111111100011101001100011101 0.9991 0.6493 0.00071 4 101110100010101101000100011100 0.7272 0.6337 0.00011 5 110010110011111001001110011101 0.7939 0.1532 0.00000 Average Values: 0.6101 0.3015 0.20242 Average Function Value of Generation= 0.20242 Maximum Function Value = 0.99976 Number of Crossovers = 62 Elitist Reproduction on Individual 4 ################# Generation 120 ################# # Binary Code Param1 Param2 Fitness 1 001110010100011000001100010101 0.2237 0.0241 0.05406 2 011111111010011001001100001101 0.4986 0.1488 0.00003 3 010100011100011100101000111001 0.3194 0.5799 0.00003 4 000100010001011000100010100000 0.0667 0.0674 0.99976 5 110110110001011001101100011001 0.8558 0.2117 0.00608 Average Values: 0.3929 0.2064 0.21199 Average Function Value of Generation= 0.21199 Maximum Function Value = 0.99976 Number of Crossovers = 80 Elitist Reproduction on Individual 2 ################# Generation 121 ################# # Binary Code Param1 Param2 Fitness 1 001110010101011000001010010001 0.2240 0.0201 0.03914 2 000100010001011000100010100000 0.0667 0.0674 0.99976 3 001100010001011000101000000001 0.1917 0.0782 0.00447 4 001100010101011000100000110100 0.1927 0.0641 0.00600 5 101110110000011000001100011001 0.7306 0.0242 0.00006 Average Values: 0.2812 0.0508 0.20989 Average Function Value of Generation= 0.20989 Maximum Function Value = 0.99976 Number of Crossovers = 68 Elitist Reproduction on Individual 5 ################# Generation 122 ################# # Binary Code Param1 Param2 Fitness 1 001110010101011000001010010100 0.2240 0.0201 0.03946 2 001100010001011000100010110100 0.1917 0.0680 0.00494 3 001110010001011000100010100000 0.2230 0.0674 0.24005 4 000100010101011000100010100000 0.0677 0.0674 0.99915 5 000100010001011000100010100000 0.0667 0.0674 0.99976 Average Values: 0.1546 0.0581 0.45667 Average Function Value of Generation= 0.45667 Maximum Function Value = 0.99976 Number of Crossovers = 62 ################# Generation 123 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010100000 0.0667 0.0674 0.99976 2 000100010101011000100010100000 0.0677 0.0674 0.99915 3 001110010101011000100010100000 0.2240 0.0674 0.25678 4 000100010001011000100010100000 0.0667 0.0674 0.99976 5 000100010101011000101010010100 0.0677 0.0826 0.82173 Average Values: 0.0986 0.0704 0.81543 Average Function Value of Generation= 0.81543 Maximum Function Value = 0.99976 Number of Crossovers = 65 %%%%%%% Restart micro-population at generation 123 %%%%%%% ################# Generation 124 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010100000 0.0667 0.0674 0.99976 2 110100101000000001011101000011 0.8223 0.1817 0.00001 3 000110111101000101011000011111 0.1086 0.6728 0.03662 4 010100100010001100010001101010 0.3208 0.5345 0.00003 5 011100110100111000101110010111 0.4504 0.0905 0.31949 Average Values: 0.3538 0.3094 0.27118 Average Function Value of Generation= 0.27118 Maximum Function Value = 0.99976 Number of Crossovers = 82 Elitist Reproduction on Individual 1 ################# Generation 125 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010100000 0.0667 0.0674 0.99976 2 001100111100111101001110011111 0.2024 0.6533 0.00677 3 001100110100011000101010010001 0.2003 0.0826 0.01840 4 000110110101011100001010101110 0.1068 0.5210 0.00288 5 000100010001111000101110000011 0.0669 0.0899 0.65492 Average Values: 0.1286 0.2828 0.33655 Average Function Value of Generation= 0.33655 Maximum Function Value = 0.99976 Number of Crossovers = 64 Elitist Reproduction on Individual 5 ################# Generation 126 ################# # Binary Code Param1 Param2 Fitness 1 000100010001111000101010100000 0.0669 0.0830 0.81464 2 000100110101011000100010110001 0.0755 0.0679 0.94203 3 000100010001011000101010000010 0.0667 0.0821 0.83340 4 000100010001111000100110000011 0.0669 0.0743 0.95748 5 000100010001011000100010100000 0.0667 0.0674 0.99976 Average Values: 0.0686 0.0749 0.90946 Average Function Value of Generation= 0.90946 Maximum Function Value = 0.99976 Number of Crossovers = 70 Elitist Reproduction on Individual 2 ################# Generation 127 ################# # Binary Code Param1 Param2 Fitness 1 000100010001111000100010100010 0.0669 0.0674 0.99971 2 000100010001011000100010100000 0.0667 0.0674 0.99976 3 000100010001011000101010100010 0.0667 0.0831 0.81336 4 000100010001011000100110100001 0.0667 0.0752 0.94670 5 000100010001011000100010100010 0.0667 0.0674 0.99970 Average Values: 0.0668 0.0721 0.95184 Average Function Value of Generation= 0.95184 Maximum Function Value = 0.99976 Number of Crossovers = 69 %%%%%%% Restart micro-population at generation 127 %%%%%%% ################# Generation 128 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010100000 0.0667 0.0674 0.99976 2 010100011111100100111011010001 0.3202 0.6158 0.00287 3 010101111110111001111101111001 0.3435 0.2459 0.00022 4 001011111011011001011011110101 0.1864 0.1794 0.00000 5 010110100010100111010101101100 0.3522 0.9174 0.00000 Average Values: 0.2538 0.4052 0.20057 Average Function Value of Generation= 0.20057 Maximum Function Value = 0.99976 Number of Crossovers = 80 Elitist Reproduction on Individual 4 ################# Generation 129 ################# # Binary Code Param1 Param2 Fitness 1 000100011001111000110011000000 0.0688 0.0996 0.41629 2 000001111001011001110011100001 0.0296 0.2256 0.09144 3 000101110101011000111111101001 0.0912 0.1243 0.03026 4 000100010001011000100010100000 0.0667 0.0674 0.99976 5 000100011111110001111011010001 0.0703 0.2408 0.59074 Average Values: 0.0653 0.1515 0.42570 Average Function Value of Generation= 0.42570 Maximum Function Value = 0.99976 Number of Crossovers = 72 Elitist Reproduction on Individual 4 ################# Generation 130 ################# # Binary Code Param1 Param2 Fitness 1 000100010111011001100010010001 0.0682 0.1919 0.00513 2 000100010001110001101010110001 0.0668 0.2085 0.06531 3 000100010001010001110010010000 0.0667 0.2232 0.24269 4 000100010001011000100010100000 0.0667 0.0674 0.99976 5 000100011001011000110010100000 0.0687 0.0986 0.43942 Average Values: 0.0674 0.1579 0.35046 Average Function Value of Generation= 0.35046 Maximum Function Value = 0.99976 Number of Crossovers = 76 Elitist Reproduction on Individual 3 ################# Generation 131 ################# # Binary Code Param1 Param2 Fitness 1 000100010001010000100010010000 0.0667 0.0669 0.99999 2 000100010001010000100010100000 0.0667 0.0674 0.99975 3 000100010001011000100010100000 0.0667 0.0674 0.99976 4 000100010001011001110010110000 0.0667 0.2241 0.25951 5 000100011001011000110010100000 0.0687 0.0986 0.43942 Average Values: 0.0671 0.1049 0.73968 Average Function Value of Generation= 0.73968 Maximum Function Value = 0.99999 Number of Crossovers = 77 ################# Generation 132 ################# # Binary Code Param1 Param2 Fitness 1 000100010001010000100010100000 0.0667 0.0674 0.99975 2 000100010001010000100010010000 0.0667 0.0669 0.99999 3 000100011001011000110010000000 0.0687 0.0977 0.46276 4 000100010001011000100010100000 0.0667 0.0674 0.99976 5 000100010001010000100010010000 0.0667 0.0669 0.99999 Average Values: 0.0671 0.0732 0.89245 Average Function Value of Generation= 0.89245 Maximum Function Value = 0.99999 Number of Crossovers = 75 ################# Generation 133 ################# # Binary Code Param1 Param2 Fitness 1 000100010001010000100010010000 0.0667 0.0669 0.99999 2 000100010001010000100010010000 0.0667 0.0669 0.99999 3 000100010001010000100010000000 0.0667 0.0664 0.99985 4 000100010001011000100010100000 0.0667 0.0674 0.99976 5 000100010001010000100010100000 0.0667 0.0674 0.99975 Average Values: 0.0667 0.0670 0.99987 Average Function Value of Generation= 0.99987 Maximum Function Value = 0.99999 Number of Crossovers = 78 %%%%%%% Restart micro-population at generation 133 %%%%%%% ################# Generation 134 ################# # Binary Code Param1 Param2 Fitness 1 000100010001010000100010010000 0.0667 0.0669 0.99999 2 111110001010100001000100110100 0.9713 0.1344 0.00000 3 010010100011110000010011011100 0.2900 0.0380 0.23019 4 010100011101111111010010101011 0.3198 0.9115 0.00006 5 001100001001001011111010000000 0.1897 0.4883 0.00074 Average Values: 0.3675 0.3278 0.24620 Average Function Value of Generation= 0.24620 Maximum Function Value = 0.99999 Number of Crossovers = 89 Elitist Reproduction on Individual 2 ################# Generation 135 ################# # Binary Code Param1 Param2 Fitness 1 000100010001010000110010011100 0.0667 0.0985 0.44350 2 000100010001010000100010010000 0.0667 0.0669 0.99999 3 001100000001000001110010010000 0.1877 0.2232 0.00048 4 010100011101010111010010101000 0.3197 0.9114 0.00006 5 000000110001010000100010010000 0.0120 0.0669 0.06694 Average Values: 0.1306 0.2734 0.30219 Average Function Value of Generation= 0.30219 Maximum Function Value = 0.99999 Number of Crossovers = 74 Elitist Reproduction on Individual 2 ################# Generation 136 ################# # Binary Code Param1 Param2 Fitness 1 000000010001010000100010011000 0.0042 0.0671 0.02371 2 000100010001010000100010010000 0.0667 0.0669 0.99999 3 000100010001010000100010011100 0.0667 0.0673 0.99985 4 000000110001010000110010010000 0.0120 0.0981 0.03027 5 000100010001010000110010010100 0.0667 0.0983 0.44934 Average Values: 0.0433 0.0795 0.50063 Average Function Value of Generation= 0.50063 Maximum Function Value = 0.99999 Number of Crossovers = 72 ################# Generation 137 ################# # Binary Code Param1 Param2 Fitness 1 000100010001010000100010010000 0.0667 0.0669 0.99999 2 000100010001010000100010011100 0.0667 0.0673 0.99985 3 000100010001010000100010011000 0.0667 0.0671 0.99992 4 000100010001010000100010010100 0.0667 0.0670 0.99996 5 000100010001010000100010011100 0.0667 0.0673 0.99985 Average Values: 0.0667 0.0671 0.99991 Average Function Value of Generation= 0.99991 Maximum Function Value = 0.99999 Number of Crossovers = 76 %%%%%%% Restart micro-population at generation 137 %%%%%%% ################# Generation 138 ################# # Binary Code Param1 Param2 Fitness 1 000100010001010000100010010000 0.0667 0.0669 0.99999 2 101001000111011110111011011111 0.6424 0.8662 0.01105 3 010000110101001010011011111100 0.2630 0.3046 0.15539 4 101101010011011111001101110100 0.7079 0.9020 0.00007 5 111111110000111111011000101100 0.9963 0.9232 0.00000 Average Values: 0.5353 0.6126 0.23330 Average Function Value of Generation= 0.23330 Maximum Function Value = 0.99999 Number of Crossovers = 73 Elitist Reproduction on Individual 4 ################# Generation 139 ################# # Binary Code Param1 Param2 Fitness 1 001100000101011110110011010110 0.1888 0.8503 0.00018 2 010100010001001010000011110100 0.3167 0.2575 0.04855 3 001001000111010100100010010100 0.1424 0.5670 0.00000 4 000100010001010000100010010000 0.0667 0.0669 0.99999 5 000100010101010000001010110000 0.0677 0.0210 0.16562 Average Values: 0.1565 0.3525 0.24287 Average Function Value of Generation= 0.24287 Maximum Function Value = 0.99999 Number of Crossovers = 75 Elitist Reproduction on Individual 4 ################# Generation 140 ################# # Binary Code Param1 Param2 Fitness 1 000100010101010000001010110000 0.0677 0.0210 0.16562 2 001100010101011000010010010010 0.1927 0.0357 0.00276 3 000100010001010000101010110000 0.0667 0.0835 0.80434 4 000100010001010000100010010000 0.0667 0.0669 0.99999 5 010100010001011010000011110100 0.3168 0.2575 0.04821 Average Values: 0.1421 0.0929 0.40418 Average Function Value of Generation= 0.40418 Maximum Function Value = 0.99999 Number of Crossovers = 67 ################# Generation 141 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011010000011110100 0.0667 0.2575 0.83477 2 000100010001010000101010110000 0.0667 0.0835 0.80434 3 000100010001010000100010010000 0.0667 0.0669 0.99999 4 000100010001010000100010010000 0.0667 0.0669 0.99999 5 000100010001010000101010110000 0.0667 0.0835 0.80434 Average Values: 0.0667 0.1116 0.88868 Average Function Value of Generation= 0.88868 Maximum Function Value = 0.99999 Number of Crossovers = 81 ################# Generation 142 ################# # Binary Code Param1 Param2 Fitness 1 000100010001010000000011110100 0.0667 0.0074 0.03768 2 000100010001010010100010010100 0.0667 0.3170 0.05596 3 000100010001010000101010010000 0.0667 0.0825 0.82473 4 000100010001011000100011110100 0.0667 0.0699 0.99250 5 000100010001010000100010010000 0.0667 0.0669 0.99999 Average Values: 0.0667 0.1088 0.58217 Average Function Value of Generation= 0.58217 Maximum Function Value = 0.99999 Number of Crossovers = 65 ################# Generation 143 ################# # Binary Code Param1 Param2 Fitness 1 000100010001010000100010010000 0.0667 0.0669 0.99999 2 000100010001011000100010010100 0.0667 0.0670 0.99997 3 000100010001011000100011110000 0.0667 0.0698 0.99307 4 000100010001010000101010110000 0.0667 0.0835 0.80434 5 000100010001010000100010010100 0.0667 0.0670 0.99996 Average Values: 0.0667 0.0709 0.95946 Average Function Value of Generation= 0.95946 Maximum Function Value = 0.99999 Number of Crossovers = 66 %%%%%%% Restart micro-population at generation 143 %%%%%%% ################# Generation 144 ################# # Binary Code Param1 Param2 Fitness 1 000100010001010000100010010000 0.0667 0.0669 0.99999 2 110001001101000011011011010101 0.7688 0.4284 0.00001 3 100110000101111010001011101101 0.5952 0.2729 0.00823 4 101000110111001101110100011000 0.6385 0.7273 0.00012 5 011011111011011101101101000011 0.4364 0.7130 0.00280 Average Values: 0.5011 0.4417 0.20223 Average Function Value of Generation= 0.20223 Maximum Function Value = 0.99999 Number of Crossovers = 80 Elitist Reproduction on Individual 1 ################# Generation 145 ################# # Binary Code Param1 Param2 Fitness 1 000100010001010000100010010000 0.0667 0.0669 0.99999 2 010011110001010100100011000010 0.3089 0.5684 0.00000 3 100100010101111010001011001001 0.5679 0.2718 0.00001 4 000110010001011000100010110101 0.0980 0.0680 0.45542 5 010011000011011010001001000101 0.2977 0.2677 0.24427 Average Values: 0.2678 0.2486 0.33994 Average Function Value of Generation= 0.33994 Maximum Function Value = 0.99999 Number of Crossovers = 66 Elitist Reproduction on Individual 1 ################# Generation 146 ################# # Binary Code Param1 Param2 Fitness 1 000100010001010000100010010000 0.0667 0.0669 0.99999 2 000011010011011010000010000001 0.0516 0.2539 0.67346 3 010111000011011000001011010101 0.3602 0.0221 0.00000 4 000100010001010000100010010101 0.0667 0.0670 0.99995 5 010100000011011010001011000000 0.3133 0.2715 0.06591 Average Values: 0.1717 0.1363 0.54786 Average Function Value of Generation= 0.54786 Maximum Function Value = 0.99999 Number of Crossovers = 58 Elitist Reproduction on Individual 4 ################# Generation 147 ################# # Binary Code Param1 Param2 Fitness 1 000101010011010000000010010101 0.0828 0.0045 0.02041 2 000110010011011000100010000000 0.0985 0.0664 0.44417 3 000100010001010000100010010001 0.0667 0.0669 0.99998 4 000100010001010000100010010000 0.0667 0.0669 0.99999 5 000100010011010010101011000000 0.0672 0.3340 0.00395 Average Values: 0.0764 0.1078 0.49370 Average Function Value of Generation= 0.49370 Maximum Function Value = 0.99999 Number of Crossovers = 76 Elitist Reproduction on Individual 5 ################# Generation 148 ################# # Binary Code Param1 Param2 Fitness 1 000101010001010000100010010101 0.0823 0.0670 0.82844 2 000110010001011000100010010000 0.0980 0.0669 0.45592 3 000100010001011000100010010000 0.0667 0.0669 0.99999 4 000100010001011000100010000000 0.0667 0.0664 0.99986 5 000100010001010000100010010000 0.0667 0.0669 0.99999 Average Values: 0.0761 0.0668 0.85684 Average Function Value of Generation= 0.85684 Maximum Function Value = 0.99999 Number of Crossovers = 74 %%%%%%% Restart micro-population at generation 148 %%%%%%% ################# Generation 149 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010010000 0.0667 0.0669 0.99999 2 100011010010011101101111011111 0.5514 0.7178 0.00000 3 111111000011101010001110101110 0.9853 0.2788 0.00047 4 000101000010001011011101000100 0.0786 0.4318 0.27929 5 001000110000001111100011100011 0.1368 0.9445 0.00000 Average Values: 0.3638 0.4879 0.25595 Average Function Value of Generation= 0.25595 Maximum Function Value = 0.99999 Number of Crossovers = 74 Elitist Reproduction on Individual 5 ################# Generation 150 ################# # Binary Code Param1 Param2 Fitness 1 100011010011011100101010010100 0.5516 0.5827 0.00000 2 000101000000001001100011000100 0.0782 0.1935 0.00634 3 000100000000011000101011010000 0.0626 0.0845 0.77239 4 100100000011001000001010100100 0.5633 0.0206 0.00000 5 000100010001011000100010010000 0.0667 0.0669 0.99999 Average Values: 0.2645 0.1896 0.35574 Average Function Value of Generation= 0.35574 Maximum Function Value = 0.99999 Number of Crossovers = 69 Elitist Reproduction on Individual 1 ################# Generation 151 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010010000 0.0667 0.0669 0.99999 2 000100000001011000100010010100 0.0628 0.0670 0.98769 3 000101000000011000101011010000 0.0782 0.0845 0.70799 4 000101010000011001100010010000 0.0821 0.1919 0.00425 5 100100000001011000100010000100 0.5629 0.0665 0.00000 Average Values: 0.1706 0.0954 0.53998 Average Function Value of Generation= 0.53998 Maximum Function Value = 0.99999 Number of Crossovers = 77 Elitist Reproduction on Individual 2 ################# Generation 152 ################# # Binary Code Param1 Param2 Fitness 1 000100010000011001100010010000 0.0665 0.1919 0.00510 2 000100010001011000100010010000 0.0667 0.0669 0.99999 3 000100010001011000100010010100 0.0667 0.0670 0.99997 4 000100010001011000100010010100 0.0667 0.0670 0.99997 5 000101010001011001100010010000 0.0824 0.1919 0.00422 Average Values: 0.0698 0.1169 0.60185 Average Function Value of Generation= 0.60185 Maximum Function Value = 0.99999 Number of Crossovers = 75 %%%%%%% Restart micro-population at generation 152 %%%%%%% ################# Generation 153 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010010000 0.0667 0.0669 0.99999 2 011101010010000010110011000111 0.4575 0.3498 0.00001 3 010010101001100010100000111100 0.2914 0.3143 0.03167 4 100100100101011001101101000001 0.5716 0.2129 0.00001 5 110101011000100010010101111110 0.8341 0.2929 0.02422 Average Values: 0.4443 0.2474 0.21118 Average Function Value of Generation= 0.21118 Maximum Function Value = 0.99999 Number of Crossovers = 74 Elitist Reproduction on Individual 4 ################# Generation 154 ################# # Binary Code Param1 Param2 Fitness 1 110100010001001000010111011100 0.8167 0.0458 0.02350 2 010010110001111000100010110000 0.2934 0.0679 0.37844 3 010100010000001000110011000001 0.3164 0.0996 0.02493 4 000100010001011000100010010000 0.0667 0.0669 0.99999 5 110001101001100010110000111100 0.7758 0.3456 0.00000 Average Values: 0.4538 0.1252 0.28537 Average Function Value of Generation= 0.28537 Maximum Function Value = 0.99999 Number of Crossovers = 68 Elitist Reproduction on Individual 2 ################# Generation 155 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000110011000000 0.0667 0.0996 0.41756 2 000100010001011000100010010000 0.0667 0.0669 0.99999 3 110110110001001000000110111100 0.8558 0.0136 0.00528 4 010110010001011000100010010000 0.3480 0.0669 0.00005 5 010000010000111000100011010000 0.2541 0.0688 0.80658 Average Values: 0.3183 0.0632 0.44589 Average Function Value of Generation= 0.44589 Maximum Function Value = 0.99999 Number of Crossovers = 70 Elitist Reproduction on Individual 1 ################# Generation 156 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010010000 0.0667 0.0669 0.99999 2 010000010000001000000110010100 0.2539 0.0123 0.05599 3 000100010001011000110010000000 0.0667 0.0977 0.46401 4 010110110001001000100110111000 0.3558 0.0759 0.00000 5 000100010001011000110010010000 0.0667 0.0981 0.45226 Average Values: 0.1620 0.0702 0.39445 Average Function Value of Generation= 0.39445 Maximum Function Value = 0.99999 Number of Crossovers = 76 Elitist Reproduction on Individual 5 ################# Generation 157 ################# # Binary Code Param1 Param2 Fitness 1 000100010001001000110110010100 0.0667 0.1061 0.27783 2 000000010001011000100110010000 0.0042 0.0747 0.02270 3 000100010001011000110010000000 0.0667 0.0977 0.46401 4 000000010001011000100010010100 0.0042 0.0670 0.02382 5 000100010001011000100010010000 0.0667 0.0669 0.99999 Average Values: 0.0417 0.0825 0.35767 Average Function Value of Generation= 0.35767 Maximum Function Value = 0.99999 Number of Crossovers = 73 Elitist Reproduction on Individual 3 ################# Generation 158 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000110010010000 0.0667 0.0981 0.45226 2 000100010001001000110010000000 0.0667 0.0977 0.46400 3 000100010001011000100010010000 0.0667 0.0669 0.99999 4 000000010001011000100010010000 0.0042 0.0669 0.02382 5 000100010001011000110010000000 0.0667 0.0977 0.46401 Average Values: 0.0542 0.0855 0.48082 Average Function Value of Generation= 0.48082 Maximum Function Value = 0.99999 Number of Crossovers = 78 %%%%%%% Restart micro-population at generation 158 %%%%%%% ################# Generation 159 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010010000 0.0667 0.0669 0.99999 2 011010001110011011010110000001 0.4098 0.4180 0.01066 3 101011000010100111110000000111 0.6725 0.9690 0.00000 4 001010010100110001100110100000 0.1613 0.2002 0.00000 5 101101101010110101011101010000 0.7136 0.6821 0.00076 Average Values: 0.4048 0.4673 0.20228 Average Function Value of Generation= 0.20228 Maximum Function Value = 0.99999 Number of Crossovers = 79 Elitist Reproduction on Individual 5 ################# Generation 160 ################# # Binary Code Param1 Param2 Fitness 1 000101100001011000100111010000 0.0863 0.0767 0.68880 2 001110010010011001100110000000 0.2232 0.1992 0.00463 3 011100010010011000000010000001 0.4420 0.0039 0.00986 4 101100111010011101000001010000 0.7018 0.6275 0.00377 5 000100010001011000100010010000 0.0667 0.0669 0.99999 Average Values: 0.3040 0.1948 0.34141 Average Function Value of Generation= 0.34141 Maximum Function Value = 0.99999 Number of Crossovers = 75 Elitist Reproduction on Individual 4 ################# Generation 161 ################# # Binary Code Param1 Param2 Fitness 1 000100010011011001100010000000 0.0672 0.1914 0.00461 2 000101100001011000100010010000 0.0863 0.0669 0.74257 3 011101110000011000000110010000 0.4649 0.0122 0.03347 4 000100010001011000100010010000 0.0667 0.0669 0.99999 5 000100010000011000000010000000 0.0665 0.0039 0.02263 Average Values: 0.1503 0.0683 0.36065 Average Function Value of Generation= 0.36065 Maximum Function Value = 0.99999 Number of Crossovers = 67 ################# Generation 162 ################# # Binary Code Param1 Param2 Fitness 1 000100100001011000100010010000 0.0707 0.0669 0.98876 2 000101100001011000100010010000 0.0863 0.0669 0.74257 3 000100010001011000100010010000 0.0667 0.0669 0.99999 4 011101100001011000000110010000 0.4613 0.0122 0.03469 5 000100010000011000000010000000 0.0665 0.0039 0.02263 Average Values: 0.1503 0.0434 0.55773 Average Function Value of Generation= 0.55773 Maximum Function Value = 0.99999 Number of Crossovers = 77 Elitist Reproduction on Individual 5 ################# Generation 163 ################# # Binary Code Param1 Param2 Fitness 1 000100000001011000100010010000 0.0628 0.0669 0.98771 2 000100110001011000100010010000 0.0746 0.0669 0.95472 3 010101100001011000000110010000 0.3363 0.0122 0.00016 4 000100100001011000100010010000 0.0707 0.0669 0.98876 5 000100010001011000100010010000 0.0667 0.0669 0.99999 Average Values: 0.1222 0.0560 0.78627 Average Function Value of Generation= 0.78627 Maximum Function Value = 0.99999 Number of Crossovers = 84 %%%%%%% Restart micro-population at generation 163 %%%%%%% ################# Generation 164 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010010000 0.0667 0.0669 0.99999 2 111000110101011111111101001111 0.8881 0.9946 0.00004 3 110111101110101010110011010111 0.8708 0.3503 0.00000 4 100011110000011110111000101110 0.5587 0.8608 0.00000 5 110010011000110111101110110111 0.7873 0.9666 0.00000 Average Values: 0.6343 0.6478 0.20001 Average Function Value of Generation= 0.20001 Maximum Function Value = 0.99999 Number of Crossovers = 82 Elitist Reproduction on Individual 5 ################# Generation 165 ################# # Binary Code Param1 Param2 Fitness 1 111001101111001111110011001111 0.9022 0.9751 0.00000 2 101100010001011000101111010100 0.6918 0.0924 0.03626 3 110100111111001000110010010000 0.8279 0.0981 0.02402 4 000100000000111010100011010001 0.0627 0.3189 0.04426 5 000100010001011000100010010000 0.0667 0.0669 0.99999 Average Values: 0.5103 0.3103 0.22091 Average Function Value of Generation= 0.22091 Maximum Function Value = 0.99999 Number of Crossovers = 67 Elitist Reproduction on Individual 2 ################# Generation 166 ################# # Binary Code Param1 Param2 Fitness 1 000100010000011010100010010001 0.0665 0.3169 0.05655 2 000100010001011000100010010000 0.0667 0.0669 0.99999 3 000100010000111010100011010000 0.0666 0.3189 0.04501 4 001100010000111000100111010001 0.1916 0.0767 0.00447 5 000100111001011000100010010000 0.0765 0.0669 0.92975 Average Values: 0.0936 0.1693 0.40715 Average Function Value of Generation= 0.40715 Maximum Function Value = 0.99999 Number of Crossovers = 74 Elitist Reproduction on Individual 5 ################# Generation 167 ################# # Binary Code Param1 Param2 Fitness 1 000100110001011000100010010000 0.0746 0.0669 0.95472 2 000100010000011010100010010001 0.0665 0.3169 0.05655 3 000100110001011000100010010000 0.0746 0.0669 0.95472 4 000100010000111000100010010000 0.0666 0.0669 0.99996 5 000100010001011000100010010000 0.0667 0.0669 0.99999 Average Values: 0.0698 0.1169 0.79319 Average Function Value of Generation= 0.79319 Maximum Function Value = 0.99999 Number of Crossovers = 83 %%%%%%% Restart micro-population at generation 167 %%%%%%% ################# Generation 168 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010010000 0.0667 0.0669 0.99999 2 010000011111001000100100111010 0.2576 0.0721 0.81793 3 100011110010101010110001101011 0.5593 0.3470 0.00000 4 101110001000100001010110101101 0.7208 0.1693 0.00000 5 011101100110011010011111110100 0.4625 0.3121 0.04740 Average Values: 0.4134 0.1935 0.37306 Average Function Value of Generation= 0.37306 Maximum Function Value = 0.99999 Number of Crossovers = 80 Elitist Reproduction on Individual 5 ################# Generation 169 ################# # Binary Code Param1 Param2 Fitness 1 011101111110011010000101110000 0.4684 0.2612 0.39336 2 001101010100011010101010010000 0.2081 0.3325 0.00033 3 010000011011001000100000010010 0.2566 0.0631 0.82055 4 001110010000000000100010111101 0.2227 0.0683 0.23412 5 000100010001011000100010010000 0.0667 0.0669 0.99999 Average Values: 0.2445 0.1584 0.48967 Average Function Value of Generation= 0.48967 Maximum Function Value = 0.99999 Number of Crossovers = 88 Elitist Reproduction on Individual 3 ################# Generation 170 ################# # Binary Code Param1 Param2 Fitness 1 010101010001011000000011110000 0.3324 0.0073 0.00020 2 010100011001001000100000010000 0.3186 0.0630 0.04567 3 000100010001011000100010010000 0.0667 0.0669 0.99999 4 011100111110011000100001110000 0.4527 0.0659 0.50846 5 001110010000000000100010011100 0.2227 0.0673 0.23446 Average Values: 0.2786 0.0541 0.35776 Average Function Value of Generation= 0.35776 Maximum Function Value = 0.99999 Number of Crossovers = 70 Elitist Reproduction on Individual 1 ################# Generation 171 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010010000 0.0667 0.0669 0.99999 2 001100010001011000100010010000 0.1917 0.0669 0.00494 3 010100011111011000100011110000 0.3202 0.0698 0.03793 4 010100011001011000100010010000 0.3187 0.0669 0.04586 5 011100010100000000100010111000 0.4424 0.0681 0.43721 Average Values: 0.2680 0.0677 0.30519 Average Function Value of Generation= 0.30519 Maximum Function Value = 0.99999 Number of Crossovers = 80 Elitist Reproduction on Individual 4 ################# Generation 172 ################# # Binary Code Param1 Param2 Fitness 1 001100010000010000100010111000 0.1915 0.0681 0.00466 2 011100011000000000100010110000 0.4434 0.0679 0.44695 3 000100010111011000100011110000 0.0682 0.0698 0.99162 4 000100010001011000100010010000 0.0667 0.0669 0.99999 5 000100011011011000100010110000 0.0692 0.0679 0.99488 Average Values: 0.1678 0.0681 0.68762 Average Function Value of Generation= 0.68762 Maximum Function Value = 0.99999 Number of Crossovers = 72 Elitist Reproduction on Individual 4 ################# Generation 173 ################# # Binary Code Param1 Param2 Fitness 1 000100010111011000100010110000 0.0682 0.0679 0.99769 2 000100010111011000100011010000 0.0682 0.0688 0.99539 3 000100011001011000100010110000 0.0687 0.0679 0.99647 4 000100010001011000100010010000 0.0667 0.0669 0.99999 5 000100010111011000100010010000 0.0682 0.0669 0.99853 Average Values: 0.0680 0.0677 0.99761 Average Function Value of Generation= 0.99761 Maximum Function Value = 0.99999 Number of Crossovers = 73 ################# Generation 174 ################# # Binary Code Param1 Param2 Fitness 1 000100010011011000100010010000 0.0672 0.0669 0.99987 2 000100010001011000100010010000 0.0667 0.0669 0.99999 3 000100010011011000100010010000 0.0672 0.0669 0.99987 4 000100011111011000100010110000 0.0702 0.0679 0.99061 5 000100011001011000100010010000 0.0687 0.0669 0.99730 Average Values: 0.0680 0.0671 0.99753 Average Function Value of Generation= 0.99753 Maximum Function Value = 0.99999 Number of Crossovers = 74 Elitist Reproduction on Individual 3 %%%%%%% Restart micro-population at generation 174 %%%%%%% ################# Generation 175 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010010000 0.0667 0.0669 0.99999 2 100100000010001101100111100111 0.5630 0.7024 0.00000 3 000001100000010010000110001010 0.0235 0.2620 0.17312 4 101111001101110001001010101001 0.7378 0.1458 0.00000 5 010100111100100000001000101111 0.3273 0.0171 0.00157 Average Values: 0.3437 0.2388 0.23494 Average Function Value of Generation= 0.23494 Maximum Function Value = 0.99999 Number of Crossovers = 78 Elitist Reproduction on Individual 5 ################# Generation 176 ################# # Binary Code Param1 Param2 Fitness 1 101101000001011000001010010001 0.7035 0.0201 0.00348 2 000001000000010000000110011000 0.0157 0.0125 0.00703 3 010001100100110010001000101011 0.2746 0.2669 0.61912 4 010100111101111000000000010110 0.3276 0.0007 0.00017 5 000100010001011000100010010000 0.0667 0.0669 0.99999 Average Values: 0.2776 0.0734 0.32596 Average Function Value of Generation= 0.32596 Maximum Function Value = 0.99999 Number of Crossovers = 78 Elitist Reproduction on Individual 4 ################# Generation 177 ################# # Binary Code Param1 Param2 Fitness 1 010001110000110010101010001000 0.2775 0.3323 0.00390 2 000101010001010000100110010000 0.0823 0.0747 0.78949 3 000001000000110010001000001011 0.0158 0.2660 0.08468 4 000100010001011000100010010000 0.0667 0.0669 0.99999 5 000001000000010000001110101011 0.0157 0.0287 0.02993 Average Values: 0.0916 0.1537 0.38160 Average Function Value of Generation= 0.38160 Maximum Function Value = 0.99999 Number of Crossovers = 79 Elitist Reproduction on Individual 1 ################# Generation 178 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010010000 0.0667 0.0669 0.99999 2 000101010001011000100110010000 0.0824 0.0747 0.78890 3 000101010001011000100010010000 0.0824 0.0669 0.82785 4 000100010001011000100110010000 0.0667 0.0747 0.95295 5 000001010001010000100110011000 0.0198 0.0750 0.14202 Average Values: 0.0636 0.0716 0.74234 Average Function Value of Generation= 0.74234 Maximum Function Value = 0.99999 Number of Crossovers = 90 %%%%%%% Restart micro-population at generation 178 %%%%%%% ################# Generation 179 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010010000 0.0667 0.0669 0.99999 2 101110110010011100101100100010 0.7311 0.5870 0.00000 3 111100011111101011011110111101 0.9452 0.4355 0.00000 4 001100011110110111011111001110 0.1950 0.9360 0.00000 5 101011111000010001101000010101 0.6856 0.2038 0.00328 Average Values: 0.5247 0.4458 0.20065 Average Function Value of Generation= 0.20065 Maximum Function Value = 0.99999 Number of Crossovers = 77 Elitist Reproduction on Individual 1 ################# Generation 180 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010010000 0.0667 0.0669 0.99999 2 000110011000011001101000010101 0.0997 0.2038 0.01514 3 101011110000011000101100110010 0.6837 0.0875 0.07134 4 001100011101110100111111000010 0.1948 0.6231 0.00103 5 100110010011011100101110000000 0.5985 0.5899 0.00008 Average Values: 0.3287 0.3142 0.21752 Average Function Value of Generation= 0.21752 Maximum Function Value = 0.99999 Number of Crossovers = 81 Elitist Reproduction on Individual 4 ################# Generation 181 ################# # Binary Code Param1 Param2 Fitness 1 101110110000011000100110010000 0.7306 0.0747 0.00027 2 101111010000011000101100010101 0.7384 0.0866 0.00002 3 101100110001011000100110010000 0.6996 0.0747 0.03146 4 000100010001011000100010010000 0.0667 0.0669 0.99999 5 001011111000011001101100010111 0.1856 0.2116 0.00010 Average Values: 0.4842 0.1029 0.20637 Average Function Value of Generation= 0.20637 Maximum Function Value = 0.99999 Number of Crossovers = 75 Elitist Reproduction on Individual 2 ################# Generation 182 ################# # Binary Code Param1 Param2 Fitness 1 100110110000011000100010010000 0.6056 0.0669 0.03395 2 000100010001011000100010010000 0.0667 0.0669 0.99999 3 001110010001011000100110010000 0.2230 0.0747 0.22881 4 101100010001011000100110010000 0.6918 0.0747 0.05821 5 001100010001011000100110010000 0.1917 0.0747 0.00471 Average Values: 0.3558 0.0716 0.26513 Average Function Value of Generation= 0.26513 Maximum Function Value = 0.99999 Number of Crossovers = 66 Elitist Reproduction on Individual 5 ################# Generation 183 ################# # Binary Code Param1 Param2 Fitness 1 100100010001011000100010010000 0.5668 0.0669 0.00000 2 101100010001011000100010010000 0.6918 0.0669 0.06108 3 000100010001011000100110010000 0.0667 0.0747 0.95295 4 100110010000011000100010010000 0.5978 0.0669 0.01479 5 000100010001011000100010010000 0.0667 0.0669 0.99999 Average Values: 0.3980 0.0685 0.40576 Average Function Value of Generation= 0.40576 Maximum Function Value = 0.99999 Number of Crossovers = 87 %%%%%%% Restart micro-population at generation 183 %%%%%%% ################# Generation 184 ################# # Binary Code Param1 Param2 Fitness 1 000100010001011000100010010000 0.0667 0.0669 0.99999 2 010011010010010011000001100011 0.3013 0.3780 0.00006 3 011100011111111000010101100011 0.4453 0.0421 0.28544 4 111010110011101101001110110000 0.9189 0.6538 0.00010 5 110100100011010000110101000100 0.8211 0.1036 0.01351 Average Values: 0.5107 0.2489 0.25982 Average Function Value of Generation= 0.25982 Maximum Function Value = 0.99999 Number of Crossovers = 75 Elitist Reproduction on Individual 3 ################# Generation 185 ################# # Binary Code Param1 Param2 Fitness 1 000100010001111000100011100011 0.0669 0.0694 0.99478 2 000100010101111000100011010010 0.0678 0.0689 0.99587 3 000100010001011000100010010000 0.0667 0.0669 0.99999 4 000100011111111000010111010010 0.0703 0.0455 0.69099 5 001100011111111000100011000000 0.1953 0.0684 0.00980 Average Values: 0.0934 0.0638 0.73829 Average Function Value of Generation= 0.73829 Maximum Function Value = 0.99999 Number of Crossovers = 73 Elitist Reproduction on Individual 3 ################# Generation 186 ################# # Binary Code Param1 Param2 Fitness 1 000100010001111000100010110010 0.0669 0.0679 0.99906 2 000100010001011000100011010000 0.0667 0.0688 0.99684 3 000100010001011000100010010000 0.0667 0.0669 0.99999 4 000100010101111000100010010010 0.0678 0.0670 0.99920 5 000100010001111000100011010010 0.0669 0.0689 0.99666 Average Values: 0.0670 0.0679 0.99835 Average Function Value of Generation= 0.99835 Maximum Function Value = 0.99999 Number of Crossovers = 76 ################# Generation 187 ################# # Binary Code Param1 Param2 Fitness 1 000100010001111000100010010010 0.0669 0.0670 0.99999 2 000100010001111000100010010010 0.0669 0.0670 0.99999 3 000100010001111000100010010010 0.0669 0.0670 0.99999 4 000100010001011000100010010000 0.0667 0.0669 0.99999 5 000100010001111000100010010000 0.0669 0.0669 1.00000 Average Values: 0.0668 0.0669 0.99999 Average Function Value of Generation= 0.99999 Maximum Function Value = 1.00000 Number of Crossovers = 66 %%%%%%% Restart micro-population at generation 187 %%%%%%% ################# Generation 188 ################# # Binary Code Param1 Param2 Fitness 1 000100010001111000100010010000 0.0669 0.0669 1.00000 2 100111100001010000011000011100 0.6175 0.0477 0.06327 3 001100010011100001001001010101 0.1923 0.1432 0.00001 4 111000011010010001111000110100 0.8814 0.2360 0.01339 5 100000111101111101010000110100 0.5151 0.6579 0.00531 Average Values: 0.4546 0.2303 0.21639 Average Function Value of Generation= 0.21639 Maximum Function Value = 1.00000 Number of Crossovers = 74 Elitist Reproduction on Individual 5 ################# Generation 189 ################# # Binary Code Param1 Param2 Fitness 1 000100111101111000110000110000 0.0776 0.0952 0.47851 2 000101000001010000111010011100 0.0784 0.1141 0.13084 3 100110010001110000101010010100 0.5981 0.0826 0.01266 4 100110111001011101010000110100 0.6078 0.6579 0.00904 5 000100010001111000100010010000 0.0669 0.0669 1.00000 Average Values: 0.2858 0.2034 0.32621 Average Function Value of Generation= 0.32621 Maximum Function Value = 1.00000 Number of Crossovers = 91 Elitist Reproduction on Individual 2 ################# Generation 190 ################# # Binary Code Param1 Param2 Fitness 1 000101010001110000111010011000 0.0825 0.1140 0.12136 2 000100010001111000100010010000 0.0669 0.0669 1.00000 3 000110010001110000101010010100 0.0981 0.0826 0.37307 4 000100010001111000110000110000 0.0669 0.0952 0.52378 5 000100010001111000110010110000 0.0669 0.0991 0.42903 Average Values: 0.0762 0.0916 0.48945 Average Function Value of Generation= 0.48945 Maximum Function Value = 1.00000 Number of Crossovers = 57 Elitist Reproduction on Individual 4 ################# Generation 191 ################# # Binary Code Param1 Param2 Fitness 1 000100010001111000110010110000 0.0669 0.0991 0.42903 2 000110010001110000101010010000 0.0981 0.0825 0.37420 3 000100010001111000110010110000 0.0669 0.0991 0.42903 4 000100010001111000100010010000 0.0669 0.0669 1.00000 5 000100010001111000110000110000 0.0669 0.0952 0.52378 Average Values: 0.0731 0.0886 0.55121 Average Function Value of Generation= 0.55121 Maximum Function Value = 1.00000 Number of Crossovers = 67 ################# Generation 192 ################# # Binary Code Param1 Param2 Fitness 1 000100010001111000110010010000 0.0669 0.0981 0.45226 2 000100010001111000110000010000 0.0669 0.0942 0.54802 3 000100010001111000100010010000 0.0669 0.0669 1.00000 4 000100010001111000110010110000 0.0669 0.0991 0.42903 5 000100010001111000110010110000 0.0669 0.0991 0.42903 Average Values: 0.0669 0.0915 0.57167 Average Function Value of Generation= 0.57167 Maximum Function Value = 1.00000 Number of Crossovers = 76 %%%%%%% Restart micro-population at generation 192 %%%%%%% ################# Generation 193 ################# # Binary Code Param1 Param2 Fitness 1 000100010001111000100010010000 0.0669 0.0669 1.00000 2 111111110011001000011000101011 0.9969 0.0482 0.00197 3 111111111011010100001010001101 0.9989 0.5199 0.00004 4 110001010110101000010111100111 0.7712 0.0461 0.00004 5 001101011110011000001010111011 0.2105 0.0213 0.01389 Average Values: 0.6089 0.1405 0.20319 Average Function Value of Generation= 0.20319 Maximum Function Value = 1.00000 Number of Crossovers = 66 Elitist Reproduction on Individual 2 ################# Generation 194 ################# # Binary Code Param1 Param2 Fitness 1 010001010111101000100111100010 0.2714 0.0772 0.72539 2 000100010001111000100010010000 0.0669 0.0669 1.00000 3 101001011110101000010111101011 0.6481 0.0462 0.15940 4 000100110011001000101000101001 0.0750 0.0794 0.83999 5 001111110011101000010010100001 0.2470 0.0362 0.33361 Average Values: 0.2617 0.0612 0.61168 Average Function Value of Generation= 0.61168 Maximum Function Value = 1.00000 Number of Crossovers = 81 Elitist Reproduction on Individual 1 ################# Generation 195 ################# # Binary Code Param1 Param2 Fitness 1 000100010001111000100010010000 0.0669 0.0669 1.00000 2 000100010001011000101010101000 0.0667 0.0833 0.80951 3 000101010011101000100110000010 0.0829 0.0743 0.78211 4 000100010011011000101000000001 0.0672 0.0782 0.90482 5 001110110001111000010010110000 0.2309 0.0366 0.18684 Average Values: 0.1029 0.0678 0.73665 Average Function Value of Generation= 0.73665 Maximum Function Value = 1.00000 Number of Crossovers = 61 Elitist Reproduction on Individual 3 ################# Generation 196 ################# # Binary Code Param1 Param2 Fitness 1 000100010011111000100000010000 0.0674 0.0630 0.98842 2 000100010001011000100010110000 0.0667 0.0679 0.99915 3 000100010001111000100010010000 0.0669 0.0669 1.00000 4 000100010001111000101010010000 0.0669 0.0825 0.82473 5 000100010011011000101000000001 0.0672 0.0782 0.90482 Average Values: 0.0670 0.0717 0.94342 Average Function Value of Generation= 0.94342 Maximum Function Value = 1.00000 Number of Crossovers = 82 %%%%%%% Restart micro-population at generation 196 %%%%%%% ################# Generation 197 ################# # Binary Code Param1 Param2 Fitness 1 000100010001111000100010010000 0.0669 0.0669 1.00000 2 100111100101110111011110100000 0.6186 0.9346 0.00000 3 101100011111000111100101010010 0.6951 0.9478 0.00000 4 011001000011111001111110000111 0.3916 0.2463 0.00487 5 001001111010001010110110111000 0.1548 0.3572 0.00000 Average Values: 0.3854 0.5106 0.20097 Average Function Value of Generation= 0.20097 Maximum Function Value = 1.00000 Number of Crossovers = 77 Elitist Reproduction on Individual 5 ################# Generation 198 ################# # Binary Code Param1 Param2 Fitness 1 011101010001111000101110010001 0.4575 0.0904 0.33195 2 111001000011110101111110100111 0.8916 0.7473 0.00000 3 010100010001111001100110010010 0.3169 0.1998 0.00118 4 100101110001111111100010100000 0.5903 0.9424 0.00000 5 000100010001111000100010010000 0.0669 0.0669 1.00000 Average Values: 0.4646 0.4094 0.26662 Average Function Value of Generation= 0.26662 Maximum Function Value = 1.00000 Number of Crossovers = 79 Elitist Reproduction on Individual 5 ################# Generation 199 ################# # Binary Code Param1 Param2 Fitness 1 010101010001111000100010010001 0.3325 0.0669 0.00536 2 001101010001111000100010010000 0.2075 0.0669 0.05796 3 010100010001111000100010010010 0.3169 0.0670 0.05695 4 011101010001111000101010010000 0.4575 0.0825 0.42484 5 000100010001111000100010010000 0.0669 0.0669 1.00000 Average Values: 0.2762 0.0700 0.30902 Average Function Value of Generation= 0.30902 Maximum Function Value = 1.00000 Number of Crossovers = 74 Elitist Reproduction on Individual 3 ################# Generation 200 ################# # Binary Code Param1 Param2 Fitness 1 000101010001111000100010010000 0.0825 0.0669 0.82536 2 000100010001111000101010010000 0.0669 0.0825 0.82473 3 000100010001111000100010010000 0.0669 0.0669 1.00000 4 001100010001111000100010010000 0.1919 0.0669 0.00507 5 010101010001111000101010010000 0.3325 0.0825 0.00442 Average Values: 0.1481 0.0731 0.53192 Average Function Value of Generation= 0.53192 Maximum Function Value = 1.00000 Number of Crossovers = 85 %%%%%%% Restart micro-population at generation 200 %%%%%%% Summary of Output Generation Evaluations Avg.Fitness Best Fitness 0.1000E+01 0.5000E+01 0.2047E-01 0.10147E+00 0.2000E+01 0.1000E+02 0.4206E-01 0.10147E+00 0.3000E+01 0.1500E+02 0.1302E+00 0.22471E+00 0.4000E+01 0.2000E+02 0.4967E-01 0.22471E+00 0.5000E+01 0.2500E+02 0.4622E-01 0.22471E+00 0.6000E+01 0.3000E+02 0.6616E-01 0.22471E+00 0.7000E+01 0.3500E+02 0.6470E-01 0.22471E+00 0.8000E+01 0.4000E+02 0.6744E-01 0.22471E+00 0.9000E+01 0.4500E+02