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📄 output.onemax.90.log

📁 贝叶斯优化算法是一种新的演化算法
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===============================================
 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.onemax.90
===============================================

Parameter Values:

Description                                                Identifier                 Type       Value   
----------------------------------------------------------------------------------------------------------------
Size of the population                                     populationSize             long       110
The number of parents to select (% from population)        parentsPercentage          float      50.000000
Size of offspring to create (% from population)            offspringPercentage        float      50.000000

Number of fitness function to use                          fitnessFunction            int        0 (ONEMAX)
Size of the problem (of one dimension)                     problemSize                int        90

Maximal Number of Generations to Perform                   maxNumberOfGenerations     long       80
Maximal Number of Fitness Calls (-1 when unbounded)        maxFitnessCalls            long       -1
Termination threshold for the univ. freq. (-1 is ignore)   epsilon                    float      0.010000
Stop if the optimum was found?                             stopWhenFoundOptimum       char       0 (No)
Percentage of opt. and nonopt. ind. threshold (-1 is ignore) maxOptimal                 float      -1.000000

Maximal number of incoming edges in dep. graph for the BOA maxIncoming                int        0

Wait for enter after printing out generation statistics?   pause                      char       0

Output file name                                           outputFile                 char*      output.onemax.90
Threshold for guidance (closeness to 0,1)                  guidanceThreshold          float      0.300000

Random Seed                                                randSeed                   long       123
--------------------------------------------------------
Generation                   : 0
Fitness evaluations          : 110
Fitness (max/avg/min)        : (58.000000 45.372727 35.000000)
Percentage of optima in pop. : 0.00
Population bias              : ..........................................................................................
Best solution in the pop.    : 110001110110001001111101001000111001110110001011111011111111111100110001011111111110101110
--------------------------------------------------------
Generation                   : 1
Fitness evaluations          : 165
Fitness (max/avg/min)        : (58.000000 48.781818 38.000000)
Percentage of optima in pop. : 0.00
Population bias              : ..........................................................1...............................
Best solution in the pop.    : 110001110110001001111101001000111001110110001011111011111111111100110001011111111110101110
--------------------------------------------------------
Generation                   : 2
Fitness evaluations          : 220
Fitness (max/avg/min)        : (61.000000 51.590909 43.000000)
Percentage of optima in pop. : 0.00
Population bias              : ............1....1.............1.................1......1.1.....1.....11..................
Best solution in the pop.    : 111011111111011101011001111010110010100100011100011111011011111110110011110110111101010111
--------------------------------------------------------
Generation                   : 3
Fitness evaluations          : 275
Fitness (max/avg/min)        : (62.000000 54.318182 42.000000)
Percentage of optima in pop. : 0.00
Population bias              : .1...............11..1..1......1.................1.....1..1.11..1.....11....1.........1...
Best solution in the pop.    : 011001101011100011111101101100101110101111011111110111010110111011111001110111111101010011
--------------------------------------------------------
Generation                   : 4
Fitness evaluations          : 330
Fitness (max/avg/min)        : (64.000000 56.745455 47.000000)
Percentage of optima in pop. : 0.00
Population bias              : .1..........1....111.1..1.....11.11...........1..11....1111.11..1..10.11....1..1......1...
Best solution in the pop.    : 111111111011100111110100101101111111110111000110111001101110000110110111111111110110011011
--------------------------------------------------------
Generation                   : 5
Fitness evaluations          : 385
Fitness (max/avg/min)        : (72.000000 60.072727 49.000000)
Percentage of optima in pop. : 0.00
Population bias              : .1..1.....1.1.1..11111..1.11..11.11.1.........1..11....1111111..1.....11....1..1......1.1.
Best solution in the pop.    : 110111111110111111101111111011110111110110110110011011111111111111101111111011111001000111
--------------------------------------------------------
Generation                   : 6
Fitness evaluations          : 440
Fitness (max/avg/min)        : (72.000000 62.618182 52.000000)
Percentage of optima in pop. : 0.00
Population bias              : .1..1.1...1.1.1..11111..1.1111.1.11..........11..11..1..111111..1.....11.1.11.11...1..1.1.
Best solution in the pop.    : 110111111110111111101111111011110111110110110110011011111111111111101111111011111001000111
--------------------------------------------------------
Generation                   : 7
Fitness evaluations          : 495
Fitness (max/avg/min)        : (75.000000 65.527273 57.000000)
Percentage of optima in pop. : 0.00
Population bias              : .11.1.1..11.1.11.11111..1.1111.1.1111...1...1110.11..1.1111111..1.....11.1.111111..1.1111.
Best solution in the pop.    : 111011111111111111101101111110110111111110101010111101111111111111111111011111111101001110
--------------------------------------------------------
Generation                   : 8
Fitness evaluations          : 550
Fitness (max/avg/min)        : (78.000000 68.090909 60.000000)
Percentage of optima in pop. : 0.00
Population bias              : .11.111.111.1.11.11111..1.111111.11111.11.1.1.10111..111111111..1..1..1111..111111.1..111.
Best solution in the pop.    : 111111111011111101111110111111110111010111111110111111011110111111111111111110111011111110
--------------------------------------------------------
Generation                   : 9
Fitness evaluations          : 605
Fitness (max/avg/min)        : (78.000000 70.745455 64.000000)
Percentage of optima in pop. : 0.00
Population bias              : .111111111111.11.11111.11.111111.11111111.111.1.111..111111111..1..11.1111.111111..1..111.
Best solution in the pop.    : 111111111011111101111110111111110111010111111110111111011110111111111111111110111011111110
--------------------------------------------------------
Generation                   : 10
Fitness evaluations          : 660
Fitness (max/avg/min)        : (80.000000 73.081818 66.000000)
Percentage of optima in pop. : 0.00
Population bias              : .1111111111.1.11.11111.11.111111.11111111.11111.111.11111111111.1...1.1111.111111..1..111.
Best solution in the pop.    : 111011111011111111111111101110111111111110111110011111111111111111011111111111111101111110
--------------------------------------------------------
Generation                   : 11
Fitness evaluations          : 715
Fitness (max/avg/min)        : (82.000000 75.254545 66.000000)
Percentage of optima in pop. : 0.00
Population bias              : 11111111111.1111.11111.11.111111111111111.11111.111.11111111111111111.11111111111.1111111.
Best solution in the pop.    : 111111111111101111101111011111111111111111101111111011111110111111111111111110111111101111
--------------------------------------------------------
Generation                   : 12
Fitness evaluations          : 770
Fitness (max/avg/min)        : (84.000000 77.263636 71.000000)
Percentage of optima in pop. : 0.00
Population bias              : 11111111.11.1111.11111.11.111111111111111111111.111.11111111111111.11.11111111111.1111111.
Best solution in the pop.    : 111110110011111111111101111111111111111111011110111111111111111111111111111111111111111111
--------------------------------------------------------
Generation                   : 13
Fitness evaluations          : 825
Fitness (max/avg/min)        : (85.000000 79.172727 72.000000)
Percentage of optima in pop. : 0.00
Population bias              : 1111111111111111.11111111.111111111111111111111.111111111111111111111.11111111111..1111111
Best solution in the pop.    : 111010110111111111110111111111111111111111111111111111111111111111111111011111111111111111
--------------------------------------------------------
Generation                   : 14
Fitness evaluations          : 880
Fitness (max/avg/min)        : (88.000000 80.954545 73.000000)
Percentage of optima in pop. : 0.00
Population bias              : 1111111111111111111111111.111111.11111111111111.111111111111111111111.111111111111.111111.
Best solution in the pop.    : 111111111111111111111111111111111111111111111111011111111110111111111111111111111111111111
--------------------------------------------------------
Generation                   : 15
Fitness evaluations          : 935
Fitness (max/avg/min)        : (89.000000 82.836364 78.000000)
Percentage of optima in pop. : 0.00
Population bias              : 1111111111111111111111.11.111111111111111111111.111111111111111111111.11111111111111111111
Best solution in the pop.    : 111111111111111111111111111111111111111110111111111111111111111111111111111111111111111111
--------------------------------------------------------
Generation                   : 16
Fitness evaluations          : 990
Fitness (max/avg/min)        : (89.000000 84.681818 78.000000)
Percentage of optima in pop. : 0.00
Population bias              : 1111111111111111111111.111111111111111111111111..11111111111111111111111111111111111111111
Best solution in the pop.    : 111111111111111111111111111111111111111110111111111111111111111111111111111111111111111111
--------------------------------------------------------
Generation                   : 17
Fitness evaluations          : 1045
Fitness (max/avg/min)        : (89.000000 86.200000 83.000000)
Percentage of optima in pop. : 0.00
Population bias              : 111111111111111111111111111111111111111111111111.11111111111111111111111111111111111111111
Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111111111111111111111111111101111
--------------------------------------------------------
Generation                   : 18
Fitness evaluations          : 1100
Fitness (max/avg/min)        : (90.000000 87.263636 83.000000)
Percentage of optima in pop. : 1.82
Population bias              : 111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111
Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111
--------------------------------------------------------
Generation                   : 19
Fitness evaluations          : 1155
Fitness (max/avg/min)        : (90.000000 88.036364 84.000000)
Percentage of optima in pop. : 8.18
Population bias              : 111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111
Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111
--------------------------------------------------------
Generation                   : 20
Fitness evaluations          : 1210
Fitness (max/avg/min)        : (90.000000 88.936364 86.000000)
Percentage of optima in pop. : 23.64
Population bias              : 111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111
Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111
--------------------------------------------------------
Generation                   : 21
Fitness evaluations          : 1265
Fitness (max/avg/min)        : (90.000000 89.418182 87.000000)
Percentage of optima in pop. : 50.00
Population bias              : 111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111
Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111
--------------------------------------------------------
Generation                   : 22
Fitness evaluations          : 1320
Fitness (max/avg/min)        : (90.000000 90.000000 90.000000)
Percentage of optima in pop. : 100.00
Population bias              : 111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111
Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111

=================================================================
FINAL STATISTICS
Termination reason           : Bit convergence (with threshold epsilon)
Generations performed        : 22
Fitness evaluations          : 1320
Fitness (max/avg/min)        : (90.000000 90.000000 90.000000)
Percentage of optima in pop. : 100.00
Population bias              : 111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111
Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111

The End.

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