galog12.txt

简单的遗传算法与模式搜索算法结合

 generation  best  average  standard 
 number      value fitness  deviation 

    1,      171.982309460, 128.416393239, 51.681795256 
    2,      190.515207066, 171.407806742, 32.047173832 
    3,      207.675367443, 188.935204251, 33.901709529 
    4,      225.689573039, 214.685891234, 8.195909836 
    5,      244.729489839, 232.006927508, 8.875403264 
    6,      266.625869330, 254.967844698, 11.151833722 
    7,      290.766627720, 275.580759422, 11.278140823 
    8,      317.381813844, 300.602460549, 11.620649655 
    9,      346.725056545, 327.692362233, 14.109721506 
   10,      379.075981624, 359.335176894, 15.651808951 
   11,      414.742876523, 399.181913675, 17.291291091 
   12,      454.065628150, 440.455743733, 18.575200245 
   13,      497.418961818, 477.841818412, 21.664856323 
   14,      545.216012187, 524.325356422, 22.629734964 
   15,      597.912260219, 589.150425709, 18.175817665 
   16,      656.009873674, 651.912980575, 12.940616170 
   17,      720.062492509, 718.870480083, 2.445957889 
   18,      790.680504773, 788.892486134, 2.802196793 
   19,      868.536863296, 866.152838444, 2.995674380 
   20,      954.373498566, 953.181486140, 2.445957889 
   21,      1049.008388952, 1047.518373419, 2.647827086 
   22,      1153.343355602, 1151.555336963, 2.802196793 
   23,      1268.372656334, 1266.584637695, 2.802196793 
   24,      1395.192460391, 1386.765448443, 28.014684568 
   25,      1535.011294364, 1533.819281938, 2.445957889 
   26,      1689.161558819, 1672.554519948, 47.100576946 
   27,      1859.112225381, 1840.627143192, 51.865262973 
   28,      2046.482835265, 2026.255758744, 59.239643560 
   29,      2253.058932663, 2221.476511840, 75.443638994 
   30,      2480.809080044, 2423.275536985, 100.843683440 
   31,      2731.903617531, 2680.790700714, 103.375378017 
   32,      3008.735345110, 2952.474990275, 114.695242700 
   33,      3313.942324767, 3267.267268499, 113.995282943 
   34,      3650.433019838, 3615.293934799, 103.092825187 
   35,      4021.414011155, 4019.029986303, 2.995674379 
   36,      4430.420554081, 4408.182208296, 92.475890044 
   37,      4881.350267657, 4834.171274554, 140.142220654 
   38,      5378.500276874, 5376.712258235, 2.802196791 
   39,      5926.608162037, 5924.224137185, 2.995674380 
   40,      6530.897105428, 6527.321068150, 2.995674384 
   41,      7197.125665518, 7194.145634453, 3.057447363 
   42,      7931.642653016, 7928.960625057, 3.042121715 
   43,      8741.447631733, 8738.169597561, 3.042121707 
   44,      9634.257620768, 9631.277589703, 3.057447355 
   45,      10618.580633680, 10615.600602615, 3.057447357 
   46,      11703.796755415, 11701.412730563, 2.995674369 
   47,      12900.247529628, 12897.565501669, 3.042121723 
   48,      14219.334508197, 14215.758470919, 2.995674399 
   49,      15673.627902070, 15671.243877218, 2.995674361 
   50,      17276.986368815, 17274.602343963, 2.995674386 
   51,      19044.689078401, 19042.603056656, 2.916618930 
   52,      20993.581315720, 20990.156066190, 4.429066136 
   53,      23142.235007364, 23140.075377939, 3.725338700 
   54,      25511.125702402, 25509.635686870, 2.647827135 
   55,      28122.827693681, 28121.933684362, 2.183454263 
   56,      31002.229139066, 31000.739123534, 2.647827249 
   57,      34176.769232603, 34174.981213964, 2.802196811 
   58,      37676.699685728, 37673.719654663, 3.057447517 
   59,      41535.373010298, 41531.796973020, 2.995674361 
   60,      45789.560350636, 45785.090304038, 2.647827173 
   61,      50479.801893359, 50474.735840548, 2.183454447 
   62,      55650.793194211, 55645.727141400, 2.183454447 
   63,      61351.811103400, 61346.149044377, 1.332709953 
   64,      67637.183348282, 67631.223286152, 0.000000000 
   65,      74560.846186133, 74560.846186133, 0.002195123 
   66,      82200.755433363, 81436.764508640, 2351.514449867 
   67,      90623.755378434, 89781.455383927, 2592.544680977 
   68,      99910.112817874, 98517.159201958, 3402.034282735 
   69,      110148.321894858, 109636.411441008, 2289.333146400 
   70,      121435.947402232, 120307.184851494, 3474.257825104 
   71,      133880.554524111, 133880.554524112, -1.#IND00000 
   72,      147600.733875984, 147600.733875984, 0.004390246 
   73,      162727.231611423, 162727.231611423, 0.005376931 
   74,      179404.195364745, 179404.195364745, 0.004390246 
   75,      197790.547902783, 197790.547902783, 0.002534710 
   76,      218061.501575969, 218061.501575969, 0.002534710 
   77,      240410.228000657, 240410.228000657, -1.#IND00000 
   78,      265049.698883876, 265049.698883876, -1.#IND00000 
   79,      292214.715532624, 292214.715532624, 0.000000000 
   80,      322164.146387869, 322164.146387869, -1.#IND00000 
   81,      355183.393905777, 353532.431529881, 7383.328201602 
   82,      391587.114294270, 391587.114294270, -1.#IND00000 
   83,      431722.216022584, 431722.216022584, 0.005069419 
   84,      475971.165678050, 475971.165678050, 0.000000000 
   85,      524755.632673201, 524755.632673200, 0.012417491 
   86,      578540.507535355, 578540.507535355, -1.#IND00000 
   87,      637838.332070880, 637838.332070880, 0.010138839 
   88,      703214.183621296, 703214.183621296, -1.#IND00000 
   89,      775291.059955630, 775291.059955630, 0.000000000 
   90,      854755.816114233, 854755.816114234, -1.#IND00000 
   91,      942365.709779093, 942365.709779093, 0.014338483 
   92,      1038955.617544602, 1038955.617544602, -1.#IND00000 
   93,      1145445.990856074, 1145445.990856074, 0.020277678 
   94,      1262851.627431973, 1262851.627431973, -1.#IND00000 
   95,      1392291.341756901, 1392291.341756902, -1.#IND00000 
   96,      1534998.626800134, 1534998.626800135, -1.#IND00000 
   97,      1692333.408560299, 1692333.408560299, 0.028676967 
   98,      1865795.005450881, 1865795.005450881, -1.#IND00000 
   99,      2057036.416022747, 2057036.416022747, -1.#IND00000 
  100,      2267880.071178230, 2267880.071178230, 0.028676967 
  101,      2500335.200987150, 2500335.200987150, -1.#IND00000 
  102,      2756616.981601484, 2756616.981601484, -1.#IND00000 
  103,      3039167.644728786, 3039167.644728787, -1.#IND00000 
  104,      3350679.750826638, 3350679.750826636, 0.090684531 
  105,      3694130.282452369, 3694122.691264803, 2.596176338 
  106,      4072775.194364971, 4072768.092282782, 3.076331547 
  107,      4490231.209748616, 4490224.040293693, 3.091797297 
  108,      4950476.466709081, 4950468.453788871, 1.892679804 
  109,      5457896.862507997, 5457888.849587791, 1.883096554 
  110,      6017327.848876301, 6017319.835956091, 1.895285008 
  111,      6634100.511347354, 6634092.076694504, -1.#IND00000 
  112,      7314083.937068842, 7314083.937068845, -1.#IND00000 
  113,      8063774.963131550, 8063774.963131549, 0.162221421 
  114,      8890309.319365688, 8890309.319365684, 0.303488489 
  115,      9801563.447113821, 9801563.447113819, 0.162221421 
  116,      10806221.122956138, 10806221.122956136, 0.280975743 
  117,      11913856.210572293, 11913856.210572295, -1.#IND00000 
  118,      13135023.894669103, 13135023.894669108, -1.#IND00000 
  119,      14481361.266385837, 14481361.266385833, 0.324442842 
  120,      15965698.218703538, 15965698.218703533, 0.458831468 
  121,      17602179.708633803, 17602179.708633803, 0.324442842 
  122,      19406400.551281925, 19406400.551281925, -1.#IND00000 
  123,      21395554.030301474, 21395554.030301470, 0.561951487 
  124,      23588595.740920529, 23588595.740920536, -1.#IND00000 
  125,      26006424.226878036, 26006424.226878043, -1.#IND00000 
  126,      28672080.132646188, 28672080.132646196, -1.#IND00000 
  127,      31610973.575882666, 31610966.159111924, 1.777046633 
  128,      34851094.989693262, 34851087.572922520, 1.891810606 
  129,      38423328.848419443, 38423321.822005056, 2.513123450 
  130,      42361716.677665055, 42361709.651250683, 2.339590607 
  131,      46703789.259408347, 46703783.404063016, 3.670651742 
  132,      51490924.280780330, 51490918.815791354, 4.000000000 
  133,      56768740.641842939, 56768734.786497630, 3.244428423 
  134,      62587533.179914460, 62587526.934212804, 2.901905000 
  135,      69002751.953138322, 69002744.146011263, -1.#IND00000 
  136,      76075522.843490541, 76075522.843490571, -1.#IND00000 
  137,      83873261.357461467, 83873261.357461467, 0.000000000 
  138,      92470268.069114432, 92470268.069114432, 1.297771369 
  139,      101948467.968711810, 101948467.968711840, -1.#IND00000 
  140,      112398183.358017910, 112398183.358017890, 2.595542738 
  141,      123918994.574727880, 123918994.574727850, 1.835325871 
  142,      136620688.941150640, 136620688.941150640, -1.#IND00000 
  143,      150624306.980131750, 150624306.980131690, 5.191085476 
  144,      166063295.868108390, 166063295.868108330, 3.670651742 
  145,      183084781.117102620, 183084781.117102620, -1.#IND00000 
  146,      201850968.604118790, 201850968.604118790, 0.000000000 
  147,      222540690.308554140, 222540690.308554110, -1.#IND00000 
  148,      245351108.487694110, 245351108.487694110, 3.670651742 
  149,      270499594.530195890, 270499594.530195890, 6.357755314 
  150,      298225800.392054140, 298225800.392054200, -1.#IND00000 
  151,      328793942.354752900, 328793942.354752840, 8.991223791 
  152,      362495318.868628320, 362495318.868628440, -1.#IND00000 
  153,      399651086.475175800, 399651086.475175800, 0.000000000 
  154,      440615320.261394440, 438567108.572083470, 9159881.139217245 
  155,      485778388.010700460, 481262081.235769750, 13900898.947369078 
  156,      535570670.204310360, 533081056.094629650, 11133892.773988478 
  157,      590466661.322765350, 584977062.210919860, 16896629.551138971 
  158,      650989491.530861970, 650989491.530862210, -1.#IND00000 
  159,      717715911.835288520, 717715911.835288760, -1.#IND00000 
  160,      791281790.220918890, 791281790.220918770, 20.764341905 
  161,      872388173.352993370, 872388171.141076680, -1.#IND00000 
  162,      961807956.105549690, 961807956.105549220, 35.964895165 
  163,      1060393269.028881700, 1060393269.028881400, 25.431021256 
  164,      1169083576.526855000, 1169083576.526855200, -1.#IND00000 
  165,      1288914640.543370500, 1288914640.543370200, 14.682606968 
  166,      1421028388.621579400, 1421028388.621579200, 0.000000000 
  167,      1566683795.877804300, 1566683795.877804000, 20.764341905