12

文化算法的实际应用

Value average:-9.0723	 Max Value:-3.40126	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:11999
Value average:-7.99655	 Max Value:-2.81833	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:12249
Value average:-8.67594	 Max Value:-3.62153	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:12499
Value average:-8.885	 Max Value:-4.00438	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:12749
Value average:-8.82858	 Max Value:-1.85193	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:12999
Value average:-9.42126	 Max Value:-5.31098	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:13249
Value average:-8.58399	 Max Value:-0.600468	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:13499
Value average:-8.74955	 Max Value:-4.70449	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:13749
Value average:-8.47135	 Max Value:-4.4515	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:13999
Value average:-8.80938	 Max Value:-4.67792	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:14249
Value average:-9.20817	 Max Value:-4.69188	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:14499
Value average:-8.90834	 Max Value:-4.02277	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:14749
Value average:-9.51119	 Max Value:-4.05171	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:14999
Value average:-8.96325	 Max Value:-3.22708	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:15249
Value average:-8.88507	 Max Value:-3.62141	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:15499
Value average:-9.30714	 Max Value:-4.45191	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:15749
Value average:-9.43169	 Max Value:-3.70839	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:15999
Value average:-9.24624	 Max Value:-4.62463	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:16249
Value average:-8.6981	 Max Value:-3.32901	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:16499
Value average:-9.40322	 Max Value:-3.95223	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:16749
Value average:-8.91451	 Max Value:-4.44352	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:16999
Value average:-8.38861	 Max Value:-1.47072	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:17249
Value average:-8.99212	 Max Value:-4.57629	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:17499
Value average:-9.35527	 Max Value:-3.17168	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:17749
Value average:-9.49762	 Max Value:-4.54495	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:17999
Value average:-8.77401	 Max Value:-4.8857	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:18249
Value average:-9.13083	 Max Value:-3.25083	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:18499
Value average:-8.76007	 Max Value:-2.96857	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:18749
Value average:-9.60894	 Max Value:-4.39174	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:18999
Value average:-8.37195	 Max Value:-2.80776	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:19249
Value average:-8.58914	 Max Value:-4.36236	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:19499
Value average:-8.43218	 Max Value:-3.53104	 Min Value:-12.4642
Better individual:
Value:	-12.4642
Variables:0.99966	0.994628	0.988996	0	1	1	1	1	0.998402	0.711327	2.99696	2.89178	0.948591	
Constraints:-2.30313	-2.41958	-0.144009	-7.28595	-4.96006	-5.02019	-0.288673	-0.00303507	-0.106623	
Violation:	0
The best individual is feasible!

Generation:19749