=============================================== Simple Bayesian Optimization Algorithm in C++ Version 1.0 (Released in March 1999) Copyright (c) 1999 Martin Pelikan Author: Martin Pelikan----------------------------------------------- Parameter values from: input.trap5.60===============================================Parameter Values:Description                                                Identifier                 Type       Value   ----------------------------------------------------------------------------------------------------------------Size of the population                                     populationSize             long       3300The number of parents to select (% from population)        parentsPercentage          float      50.000000Size of offspring to create (% from population)            offspringPercentage        float      50.000000Number of fitness function to use                          fitnessFunction            int        0 (5-ORDER TRAP (Illinois Report No. 95008))Size of the problem (of one dimension)                     problemSize                int        60Maximal Number of Generations to Perform                   maxNumberOfGenerations     long       60Maximal Number of Fitness Calls (-1 when unbounded)        maxFitnessCalls            long       -1Termination threshold for the univ. freq. (-1 is ignore)   epsilon                    float      0.010000Stop if the optimum was found?                             stopWhenFoundOptimum       char       0 (No)Percentage of opt. and nonopt. ind. threshold (-1 is ignore) maxOptimal                 float      -1.000000Maximal number of incoming edges in dep. graph for the BOA maxIncoming                int        4Wait for enter after printing out generation statistics?   pause                      char       0Output file name                                           outputFile                 char*      output.trap5.60Threshold for guidance (closeness to 0,1)                  guidanceThreshold          float      0.300000Random Seed                                                randSeed                   long       123--------------------------------------------------------Generation                   : 0Fitness evaluations          : 3300Fitness (max/avg/min)        : (36.000000 20.295455 7.000000)Percentage of optima in pop. : 0.00Population bias              : ............................................................Best solution in the pop.    : 001000110000100111110000001111001000100011111101001100000000--------------------------------------------------------Generation                   : 1Fitness evaluations          : 4950Fitness (max/avg/min)        : (36.000000 22.867879 9.000000)Percentage of optima in pop. : 0.00Population bias              : ............................................................Best solution in the pop.    : 001000110000100111110000001111001000100011111101001100000000--------------------------------------------------------Generation                   : 2Fitness evaluations          : 6600Fitness (max/avg/min)        : (37.000000 24.946061 12.000000)Percentage of optima in pop. : 0.00Population bias              : ............................................................Best solution in the pop.    : 100101111100000000000001100000010010000000110001000000001011--------------------------------------------------------Generation                   : 3Fitness evaluations          : 8250Fitness (max/avg/min)        : (41.000000 27.279091 13.000000)Percentage of optima in pop. : 0.00Population bias              : ............................................................Best solution in the pop.    : 010010000011111111110001000001010101111110001000000000000101--------------------------------------------------------Generation                   : 4Fitness evaluations          : 9900Fitness (max/avg/min)        : (50.000000 29.723333 17.000000)Percentage of optima in pop. : 0.00Population bias              : ............................................................Best solution in the pop.    : 111110001000001111110000011111010001111111111000000000111111--------------------------------------------------------Generation                   : 5Fitness evaluations          : 11550Fitness (max/avg/min)        : (50.000000 32.459697 19.000000)Percentage of optima in pop. : 0.00Population bias              : ............................................................Best solution in the pop.    : 111110001000001111110000011111010001111111111000000000111111--------------------------------------------------------Generation                   : 6Fitness evaluations          : 13200Fitness (max/avg/min)        : (50.000000 35.151818 21.000000)Percentage of optima in pop. : 0.00Population bias              : ..................................0.........................Best solution in the pop.    : 111110001000001111110000011111010001111111111000000000111111--------------------------------------------------------Generation                   : 7Fitness evaluations          : 14850Fitness (max/avg/min)        : (52.000000 37.935758 22.000000)Percentage of optima in pop. : 0.00Population bias              : ..................................0.........................Best solution in the pop.    : 111111111111111010000100000000111111111100000111111111100010--------------------------------------------------------Generation                   : 8Fitness evaluations          : 16500Fitness (max/avg/min)        : (53.000000 40.656364 26.000000)Percentage of optima in pop. : 0.00Population bias              : ..............................0...0.........................Best solution in the pop.    : 000001111111111111110001001000000001111111111111111111100000--------------------------------------------------------Generation                   : 9Fitness evaluations          : 18150Fitness (max/avg/min)        : (54.000000 43.207879 30.000000)Percentage of optima in pop. : 0.00Population bias              : ..............................0...0.........................Best solution in the pop.    : 111111111111111111111111111111111110000000101000001111100000--------------------------------------------------------Generation                   : 10Fitness evaluations          : 19800Fitness (max/avg/min)        : (55.000000 45.568485 28.000000)Percentage of optima in pop. : 0.00Population bias              : ..............................0...0.........................Best solution in the pop.    : 000101111111111111111111111111001001111111111111111111100000--------------------------------------------------------Generation                   : 11Fitness evaluations          : 21450Fitness (max/avg/min)        : (57.000000 47.776061 35.000000)Percentage of optima in pop. : 0.00Population bias              : ..............................0...0.........................Best solution in the pop.    : 100001111111111111111111100000111111111111111111111111111111--------------------------------------------------------Generation                   : 12Fitness evaluations          : 23100Fitness (max/avg/min)        : (58.000000 49.730000 37.000000)Percentage of optima in pop. : 0.00Population bias              : ..................................0.........................Best solution in the pop.    : 111111111100000111111111111111111111111100000111111111111111--------------------------------------------------------Generation                   : 13Fitness evaluations          : 24750Fitness (max/avg/min)        : (59.000000 51.549697 42.000000)Percentage of optima in pop. : 0.00Population bias              : .............1.......................1......................Best solution in the pop.    : 111111111111111111111111100000111111111111111111111111111111--------------------------------------------------------Generation                   : 14Fitness evaluations          : 26400Fitness (max/avg/min)        : (59.000000 53.100606 43.000000)Percentage of optima in pop. : 0.00Population bias              : ...........111......................11.1....................Best solution in the pop.    : 111111111111111111111111100000111111111111111111111111111111--------------------------------------------------------Generation                   : 15Fitness evaluations          : 28050Fitness (max/avg/min)        : (60.000000 54.477879 47.000000)Percentage of optima in pop. : 0.03Population bias              : ..........1111111111.....11111.....11111.....11111.....11..1Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111--------------------------------------------------------Generation                   : 16Fitness evaluations          : 29700Fitness (max/avg/min)        : (60.000000 55.686667 49.000000)Percentage of optima in pop. : 0.09Population bias              : .....1111111111111111.11111111.....11111.....11111.....11111Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111--------------------------------------------------------Generation                   : 17Fitness evaluations          : 31350Fitness (max/avg/min)        : (60.000000 56.727273 51.000000)Percentage of optima in pop. : 0.27Population bias              : 111111111111111111111111111111.....111111111111111.....11111Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111--------------------------------------------------------Generation                   : 18Fitness evaluations          : 33000Fitness (max/avg/min)        : (60.000000 57.533636 53.000000)Percentage of optima in pop. : 0.91Population bias              : 111111111111111111111111111111.....1111111111111111111111111Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111--------------------------------------------------------Generation                   : 19Fitness evaluations          : 34650Fitness (max/avg/min)        : (60.000000 58.240303 54.000000)Percentage of optima in pop. : 3.97Population bias              : 111111111111111111111111111111111111111111111111111111111111Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111--------------------------------------------------------Generation                   : 20Fitness evaluations          : 36300Fitness (max/avg/min)        : (60.000000 58.733939 56.000000)Percentage of optima in pop. : 11.70Population bias              : 111111111111111111111111111111111111111111111111111111111111Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111--------------------------------------------------------Generation                   : 21Fitness evaluations          : 37950Fitness (max/avg/min)        : (60.000000 59.248182 57.000000)Percentage of optima in pop. : 28.55Population bias              : 111111111111111111111111111111111111111111111111111111111111Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111--------------------------------------------------------Generation                   : 22Fitness evaluations          : 39600Fitness (max/avg/min)        : (60.000000 59.562727 54.000000)Percentage of optima in pop. : 59.03Population bias              : 111111111111111111111111111111111111111111111111111111111111Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111--------------------------------------------------------Generation                   : 23Fitness evaluations          : 41250Fitness (max/avg/min)        : (60.000000 60.000000 60.000000)Percentage of optima in pop. : 100.00Population bias              : 111111111111111111111111111111111111111111111111111111111111Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111=================================================================FINAL STATISTICSTermination reason           : Bit convergence (with threshold epsilon)Generations performed        : 23Fitness evaluations          : 41250Fitness (max/avg/min)        : (60.000000 60.000000 60.000000)Percentage of optima in pop. : 100.00Population bias              : 111111111111111111111111111111111111111111111111111111111111Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111The End.