2

文化算法的实际应用

Seed:	0.8	Max Generation	1000
Generation:9
Value average:-15.8312	 Max Value:-14.836	 Min Value:-16.6603
Better individual:
Value:	-16.6603
Variables:0.72267	1.43561	
Constraints:-0.0188991	
Violation:	0
The best individual is feasible!

Generation:19
Value average:-16.347	 Max Value:-15.4937	 Min Value:-16.7215
Better individual:
Value:	-16.7215
Variables:0.717665	1.46518	
Constraints:-0.0042837	
Violation:	0
The best individual is feasible!

Generation:29
Value average:-16.7094	 Max Value:-16.6786	 Min Value:-16.7377
Better individual:
Value:	-16.7377
Variables:0.719752	1.46301	
Constraints:-0.000247903	
Violation:	0
The best individual is feasible!

Generation:39
Value average:-16.7262	 Max Value:-16.6699	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718663	1.46649	
Constraints:-1.49207e-005	
Violation:	0
The best individual is feasible!

Generation:49
Value average:-16.7376	 Max Value:-16.7364	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718677	1.46645	
Constraints:-1.20555e-005	
Violation:	0
The best individual is feasible!

Generation:59
Value average:-16.7383	 Max Value:-16.7361	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.7188	1.4661	
Constraints:-7.34468e-007	
Violation:	0
The best individual is feasible!

Generation:69
Value average:-16.7387	 Max Value:-16.7382	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718669	1.46648	
Constraints:-2.80981e-006	
Violation:	0
The best individual is feasible!

Generation:79
Value average:-16.7388	 Max Value:-16.7385	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718717	1.46634	
Constraints:-1.21778e-006	
Violation:	0
The best individual is feasible!

Generation:89
Value average:-16.7388	 Max Value:-16.7384	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718689	1.46643	
Constraints:-2.54612e-007	
Violation:	0
The best individual is feasible!

Generation:99
Value average:-16.7388	 Max Value:-16.7387	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718689	1.46643	
Constraints:-2.54612e-007	
Violation:	0
The best individual is feasible!

Generation:109
Value average:-16.7388	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:119
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:129
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:139
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:149
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:159
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:169
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:179
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:189
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:199
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:209
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:219
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:229
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:239
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:249
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:259
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:269
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:279
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:289
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:299
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:309
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:319
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:329
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:339
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:349
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:359
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:369
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:379
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:389
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:399
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:409
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:419
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:429
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:439
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:449
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:459
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:469
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:479
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:489
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:499
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:509
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388
Better individual:
Value:	-16.7388
Variables:0.718679	1.46646	
Constraints:-2.65032e-008	
Violation:	0
The best individual is feasible!

Generation:519
Value average:-16.7389	 Max Value:-16.7388	 Min Value:-16.7388