1

文化算法的实际应用

2007-06-12 12:41:22
Seed:	0.5	Max Generation	1000
Variable Count:		1245008
Constraint Count:	4244508
EqConstraint Count:	4235632
Test Tree Count:	4235632
Max Depth:		38
Tree Dim:		2
Tree Node Count:	1385232
Population Size:	1245024
Top Count:		2014518607
Generation:109
Value average:0.997938	 Max Value:0.998016	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:119
Value average:0.997937	 Max Value:0.99802	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:129
Value average:0.997937	 Max Value:0.998022	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:139
Value average:0.997939	 Max Value:0.99803	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:149
Value average:0.997929	 Max Value:0.998002	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:159
Value average:0.997934	 Max Value:0.998007	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:169
Value average:0.997933	 Max Value:0.998001	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:179
Value average:0.997933	 Max Value:0.998002	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:189
Value average:0.997933	 Max Value:0.998002	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:199
Value average:0.997933	 Max Value:0.998002	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:209
Value average:0.997932	 Max Value:0.998001	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:219
Value average:0.997932	 Max Value:0.998001	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:229
Value average:0.997948	 Max Value:0.998307	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:239
Value average:0.997933	 Max Value:0.998008	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:249
Value average:0.997971	 Max Value:0.998661	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:259
Value average:0.997935	 Max Value:0.99805	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:269
Value average:0.997933	 Max Value:0.998002	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:279
Value average:0.997937	 Max Value:0.998068	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:289
Value average:0.997933	 Max Value:0.998003	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:299
Value average:0.997933	 Max Value:0.998003	 Min Value:0.996629
Better individual:
Value:	0.996629
Variables:0.0391168	0.00245364	
Constraints:0.000923514	
Violation:	0
The best individual is feasible!

Generation:309
Value average:0.996661	 Max Value:0.998001	 Min Value:0.996559
Better individual:
Value:	0.996559
Variables:0.0382087	0.00245363	
Constraints:0.00099373	
Violation:	0
The best individual is feasible!

Generation:319
Value average:0.996557	 Max Value:0.996567	 Min Value:0.996552
Better individual:
Value:	0.996552
Variables:0.0381276	0.00245363	
Constraints:0.000999919	
Violation:	0
The best individual is feasible!

Generation:329
Value average:0.996586	 Max Value:0.996974	 Min Value:0.996473
Better individual:
Value:	0.996473
Variables:0.0393634	0.00254161	
Constraints:0.000992135	
Violation:	0
The best individual is feasible!

Generation:339
Value average:0.996657	 Max Value:0.998358	 Min Value:0.996473
Better individual:
Value:	0.996473
Variables:0.0393634	0.00254161	
Constraints:0.000992135	
Violation:	0
The best individual is feasible!

Generation:349
Value average:0.996507	 Max Value:0.996537	 Min Value:0.996473
Better individual:
Value:	0.996473
Variables:0.0393634	0.00254161	
Constraints:0.000992135	
Violation:	0
The best individual is feasible!

Generation:359
Value average:0.996504	 Max Value:0.996594	 Min Value:0.996473
Better individual:
Value:	0.996473
Variables:0.0393634	0.00254161	
Constraints:0.000992135	
Violation:	0
The best individual is feasible!

Generation:369
Value average:0.99647	 Max Value:0.996512	 Min Value:0.996454
Better individual:
Value:	0.996454
Variables:0.0394052	0.00255273	
Constraints:0.000999961	
Violation:	0
The best individual is feasible!

Generation:379
Value average:0.996472	 Max Value:0.996531	 Min Value:0.996447
Better individual:
Value:	0.996447
Variables:0.0396081	0.00256408	
Constraints:0.000995282	
Violation:	0
The best individual is feasible!

Generation:389
Value average:0.996458	 Max Value:0.996468	 Min Value:0.996447
Better individual:
Value:	0.996447
Variables:0.0396081	0.00256408	
Constraints:0.000995282	
Violation:	0
The best individual is feasible!

Generation:399
Value average:0.996458	 Max Value:0.996467	 Min Value:0.996447
Better individual:
Value:	0.996447
Variables:0.0396081	0.00256408	
Constraints:0.000995282	
Violation:	0
The best individual is feasible!

Generation:409
Value average:0.996448	 Max Value:0.996452	 Min Value:0.996444
Better individual:
Value:	0.996444
Variables:0.0395591	0.00256364	
Constraints:0.000998718	
Violation:	0
The best individual is feasible!

Generation:419
Value average:0.996446	 Max Value:0.996453	 Min Value:0.996444
Better individual:
Value:	0.996444
Variables:0.0395399	0.00256323	
Constraints:0.000999825	
Violation:	0
The best individual is feasible!

Generation:429
Value average:0.996446	 Max Value:0.996472	 Min Value:0.996443
Better individual:
Value:	0.996443
Variables:0.0395429	0.00256338	
Constraints:0.000999736	
Violation:	0
The best individual is feasible!

Generation:439
Value average:0.996446	 Max Value:0.99647	 Min Value:0.996443
Better individual:
Value:	0.996443
Variables:0.0395429	0.00256338	
Constraints:0.000999736	
Violation:	0
The best individual is feasible!

Generation:449
Value average:0.996444	 Max Value:0.996444	 Min Value:0.996443
Better individual:
Value:	0.996443
Variables:0.039539	0.00256333	
Constraints:0.000999995	
Violation:	0
The best individual is feasible!

Generation:459
Value average:0.996444	 Max Value:0.996445	 Min Value:0.996443
Better individual:
Value:	0.996443
Variables:0.039539	0.00256333	
Constraints:0.000999995	
Violation:	0
The best individual is feasible!

Generation:469
Value average:0.996444	 Max Value:0.996446	 Min Value:0.996443
Better individual:
Value:	0.996443
Variables:0.0395408	0.00256345	
Constraints:0.000999977	
Violation:	0
The best individual is feasible!

Generation:479
Value average:0.996443	 Max Value:0.996444	 Min Value:0.996442
Better individual:
Value:	0.996442
Variables:0.0395558	0.00256458	
Constraints:0.00099992	
Violation:	0
The best individual is feasible!

Generation:489
Value average:0.996442	 Max Value:0.996442	 Min Value:0.996442
Better individual:
Value:	0.996442
Variables:0.0395558	0.00256458	
Constraints:0.00099992	
Violation:	0
The best individual is feasible!

Generation:499
Value average:0.996442	 Max Value:0.996442	 Min Value:0.996442
Better individual:
Value:	0.996442
Variables:0.0395558	0.00256458	
Constraints:0.00099992	
Violation:	0
The best individual is feasible!

Generation:509
Value average:0.996442	 Max Value:0.996443	 Min Value:0.996442
Better individual:
Value:	0.996442
Variables:0.039556	0.00256467	
Constraints:0.000999989	
Violation:	0
The best individual is feasible!

Generation:519
Value average:0.996442	 Max Value:0.996443	 Min Value:0.996442
Better individual:
Value:	0.996442
Variables:0.039556	0.00256467	
Constraints:0.000999989	
Violation:	0
The best individual is feasible!

Generation:529
Value average:0.996442	 Max Value:0.996442	 Min Value:0.996442
Better individual:
Value:	0.996442
Variables:0.0395568	0.00256473	
Constraints:0.000999987	
Violation:	0
The best individual is feasible!

Generation:539
Value average:0.996442	 Max Value:0.996442	 Min Value:0.996442
Better individual:
Value:	0.996442
Variables:0.0395568	0.00256473	
Constraints:0.000999987	
Violation:	0
The best individual is feasible!

Generation:549
Value average:0.996442	 Max Value:0.996442	 Min Value:0.996442
Better individual:
Value:	0.996442
Variables:0.0395568	0.00256473	
Constraints:0.000999987	
Violation:	0
The best individual is feasible!

Generation:559
Value average:0.996442	 Max Value:0.996442	 Min Value:0.996442
Better individual:
Value:	0.996442
Variables:0.0395568	0.00256473	
Constraints:0.000999987	
Violation:	0
The best individual is feasible!

Generation:569
Value average:0.996442	 Max Value:0.996442	 Min Value:0.996442
Better individual:
Value:	0.996442
Variables:0.0395567	0.00256472	
Constraints:0.00099999	
Violation:	0
The best individual is feasible!

Generation:579
Value average:0.996442	 Max Value:0.996442	 Min Value:0.996442
Better individual:
Value:	0.996442
Variables:0.0395567	0.00256472	
Constraints:0.00099999	
Violation:	0
The best individual is feasible!

Generation:589
Value average:0.996442	 Max Value:0.996442	 Min Value:0.996442
Better individual:
Value:	0.996442
Variables:0.0395567	0.00256472	
Constraints:0.00099999	
Violation:	0
The best individual is feasible!

Generation:599
Value average:0.996442	 Max Value:0.996442	 Min Value:0.996442
Better individual:
Value:	0.996442
Variables:0.0395567	0.00256472	
Constraints:0.00099999	
Violation:	0
The best individual is feasible!

Generation:609
Value average:0.996442	 Max Value:0.996442	 Min Value:0.996442
Better individual:
Value:	0.996442
Variables:0.0395565	0.00256471	
Constraints:0.000999999	
Violation:	0
The best individual is feasible!

Generation:619
Value average:0.996442	 Max Value:0.996442	 Min Value:0.996442
Better individual:
Value:	0.996442
Variables:0.0395565	0.00256471	
Constraints:0.000999999	
Violation:	0
The best individual is feasible!

Generation:629
Value average:0.996442	 Max Value:0.996442	 Min Value:0.996442
Better individual:
Value:	0.996442
Variables:0.0395573	0.00256478	
Constraints:0.000999998	
Violation:	0
The best individual is feasible!

Generation:639
Value average:0.996442	 Max Value:0.996442	 Min Value:0.996442
Better individual:
Value:	0.996442
Variables:0.0395573	0.00256478