32

文化算法的实际应用

Seed:	0.8	Max Generation	25000
0	Value:	1.37894	IsFeasible:	0	VCount:	0
Variables:	0.921843	0.272574	
1	Value:	1.74356	IsFeasible:	0	VCount:	0
Variables:	0.975766	0.110373	
2	Value:	0.773744	IsFeasible:	0	VCount:	0
Variables:	0.0193622	0.120586	
3	Value:	0.972097	IsFeasible:	0	VCount:	0
Variables:	0.946208	0.722892	
4	Value:	0.376269	IsFeasible:	0	VCount:	0
Variables:	0.597279	0.860259	
5	Value:	1.39882	IsFeasible:	0	VCount:	0
Variables:	0.971178	0.324992	
6	Value:	0.906468	IsFeasible:	0	VCount:	0
Variables:	0.922257	0.763548	
7	Value:	1.14358	IsFeasible:	0	VCount:	0
Variables:	0.692788	0.185369	
8	Value:	0.0137108	IsFeasible:	0	VCount:	0
Variables:	0.103722	0.945662	
9	Value:	0.170922	IsFeasible:	0	VCount:	0
Variables:	0.134824	0.609175	
10	Value:	0.926776	IsFeasible:	0	VCount:	0
Variables:	0.0950696	0.0420138	
11	Value:	0.694834	IsFeasible:	0	VCount:	0
Variables:	0.68986	0.532103	
12	Value:	0.83157	IsFeasible:	0	VCount:	0
Variables:	0.517864	0.249409	
13	Value:	0.072041	IsFeasible:	0	VCount:	0
Variables:	0.0605848	0.738522	
14	Value:	1.63918	IsFeasible:	0	VCount:	0
Variables:	0.998418	0.198536	
15	Value:	0.150608	IsFeasible:	0	VCount:	0
Variables:	0.378784	0.915558	
16	Value:	0.864511	IsFeasible:	0	VCount:	0
Variables:	0.914585	0.832529	
17	Value:	0.127349	IsFeasible:	0	VCount:	0
Variables:	0.0695535	0.649983	
18	Value:	0.00175511	IsFeasible:	0	VCount:	0
Variables:	0.0234046	0.965253	
19	Value:	0.297178	IsFeasible:	0	VCount:	0
Variables:	0.385576	0.614631	
20	Value:	0.129618	IsFeasible:	0	VCount:	0
Variables:	0.343231	0.891324	
21	Value:	0.539826	IsFeasible:	0	VCount:	0
Variables:	0.558755	0.522905	
22	Value:	0.546945	IsFeasible:	0	VCount:	0
Variables:	0.737574	0.945869	
23	Value:	0.257568	IsFeasible:	0	VCount:	0
Variables:	0.324771	0.610011	
24	Value:	0.007855	IsFeasible:	0	VCount:	0
Variables:	0.0424284	0.922187	
25	Value:	0.365744	IsFeasible:	0	VCount:	0
Variables:	0.143821	0.412582	
26	Value:	0.954787	IsFeasible:	0	VCount:	0
Variables:	0.971686	0.896974	
27	Value:	0.412217	IsFeasible:	0	VCount:	0
Variables:	0.00628491	0.35799	
28	Value:	0.940544	IsFeasible:	0	VCount:	0
Variables:	0.143237	0.0408195	
29	Value:	0.951523	IsFeasible:	0	VCount:	0
Variables:	0.369379	0.0971812	
30	Value:	1.40142	IsFeasible:	0	VCount:	0
Variables:	0.980954	0.337316	
31	Value:	1.19886	IsFeasible:	0	VCount:	0
Variables:	0.982648	0.517029	
32	Value:	0.061022	IsFeasible:	0	VCount:	0
Variables:	0.0798542	0.766237	
33	Value:	1.10821	IsFeasible:	0	VCount:	0
Variables:	0.399352	0.0259738	
34	Value:	0.577321	IsFeasible:	0	VCount:	0
Variables:	0.746919	0.860598	
35	Value:	0.253114	IsFeasible:	0	VCount:	0
Variables:	0.493711	0.903234	
36	Value:	0.331061	IsFeasible:	0	VCount:	0
Variables:	0.212637	0.465354	
37	Value:	1.33008	IsFeasible:	0	VCount:	0
Variables:	0.682487	0.0703282	
38	Value:	0.855502	IsFeasible:	0	VCount:	0
Variables:	0.792886	0.523728	
39	Value:	0.273503	IsFeasible:	0	VCount:	0
Variables:	0.51158	0.891419	
Generation:249
Value average:0.983692	 Max Value:1	 Min Value:0.94052
Better individual:
Value:	0.94052
Variables:0.253463	0.0639039	
Constraints:-0.000339828	
Violation:	0
The best individual is feasible!

Generation:499
Value average:0.939305	 Max Value:0.941128	 Min Value:0.938414
Better individual:
Value:	0.938414
Variables:0.252713	0.0648262	
Constraints:0.000962484	
Violation:	0
The best individual is feasible!

Generation:749
Value average:0.98684	 Max Value:0.997236	 Min Value:0.930633
Better individual:
Value:	0.930633
Variables:0.270277	0.0739418	
Constraints:0.000892393	
Violation:	0
The best individual is feasible!

Generation:999
Value average:0.9205	 Max Value:1	 Min Value:0.914929
Better individual:
Value:	0.914929
Variables:0.303422	0.0928816	
Constraints:0.000816614	
Violation:	0
The best individual is feasible!

Generation:1249
Value average:0.912419	 Max Value:0.913073	 Min Value:0.911829
Better individual:
Value:	0.911829
Variables:0.30906	0.0965007	
Constraints:0.000982754	
Violation:	0
The best individual is feasible!

Generation:1499
Value average:0.897639	 Max Value:0.89989	 Min Value:0.895683
Better individual:
Value:	0.895683
Variables:0.342121	0.117596	
Constraints:0.000549359	
Violation:	0
The best individual is feasible!

Generation:1749
Value average:0.890426	 Max Value:0.890894	 Min Value:0.890284
Better individual:
Value:	0.890284
Variables:0.350911	0.124132	
Constraints:0.000993245	
Violation:	0
The best individual is feasible!

Generation:1999
Value average:0.887528	 Max Value:1	 Min Value:0.881287
Better individual:
Value:	0.881287
Variables:0.367947	0.136344	
Constraints:0.000958825	
Violation:	0
The best individual is feasible!

Generation:2249
Value average:0.880819	 Max Value:0.880917	 Min Value:0.880779
Better individual:
Value:	0.880779
Variables:0.368767	0.136988	
Constraints:0.000998584	
Violation:	0
The best individual is feasible!

Generation:2499
Value average:0.880746	 Max Value:0.880756	 Min Value:0.880741
Better individual:
Value:	0.880741
Variables:0.368841	0.137042	
Constraints:0.000997641	
Violation:	0
The best individual is feasible!

Generation:2749
Value average:0.880713	 Max Value:0.880717	 Min Value:0.880711
Better individual:
Value:	0.880711
Variables:0.368892	0.137081	
Constraints:0.000999683	
Violation:	0
The best individual is feasible!

Generation:2999
Value average:0.879776	 Max Value:0.880971	 Min Value:0.879445
Better individual:
Value:	0.879445
Variables:0.371299	0.138848	
Constraints:0.000985646	
Violation:	0
The best individual is feasible!

Generation:3249
Value average:0.878077	 Max Value:0.878187	 Min Value:0.877958
Better individual:
Value:	0.877958
Variables:0.374032	0.140897	
Constraints:0.000996799	
Violation:	0
The best individual is feasible!

Generation:3499
Value average:0.877375	 Max Value:0.877403	 Min Value:0.87733
Better individual:
Value:	0.87733
Variables:0.375196	0.14177	
Constraints:0.000998459	
Violation:	0
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Generation:3749
Value average:0.877037	 Max Value:0.877167	 Min Value:0.876983
Better individual:
Value:	0.876983
Variables:0.375839	0.142254	
Constraints:0.000999134	
Violation:	0
The best individual is feasible!

Generation:3999
Value average:0.87389	 Max Value:0.876244	 Min Value:0.87302
Better individual:
Value:	0.87302
Variables:0.383865	0.148139	
Constraints:0.000786387	
Violation:	0
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Generation:4249
Value average:0.868789	 Max Value:0.869	 Min Value:0.868495
Better individual:
Value:	0.868495
Variables:0.391665	0.154368	
Constraints:0.000966665	
Violation:	0
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Generation:4499
Value average:0.879453	 Max Value:1	 Min Value:0.865467
Better individual:
Value:	0.865467
Variables:0.398264	0.159255	
Constraints:0.000640656	
Violation:	0
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Generation:4749
Value average:0.863965	 Max Value:0.864203	 Min Value:0.863827
Better individual:
Value:	0.863827
Variables:0.400221	0.161162	
Constraints:0.000984549	
Violation:	0
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Generation:4999
Value average:0.86209	 Max Value:0.862562	 Min Value:0.861891
Better individual:
Value:	0.861891
Variables:0.403814	0.164042	
Constraints:0.000976869	
Violation:	0
The best individual is feasible!

Generation:5249
Value average:0.861414	 Max Value:0.861508	 Min Value:0.861389
Better individual:
Value:	0.861389
Variables:0.404718	0.16478	
Constraints:0.00098379	
Violation:	0
The best individual is feasible!

Generation:5499
Value average:0.860314	 Max Value:0.862264	 Min Value:0.859766
Better individual:
Value:	0.859766
Variables:0.40776	0.167235	
Constraints:0.00096631	
Violation:	0
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Generation:5749
Value average:0.85114	 Max Value:0.852138	 Min Value:0.850416
Better individual:
Value:	0.850416
Variables:0.424985	0.181585	
Constraints:0.000972187	
Violation:	0
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Generation:5999
Value average:0.846098	 Max Value:0.849467	 Min Value:0.833667
Better individual:
Value:	0.833667
Variables:0.460829	0.211771	
Constraints:-0.000591707	
Violation:	0
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Generation:6249
Value average:0.810911	 Max Value:0.812052	 Min Value:0.810345
Better individual:
Value:	0.810345
Variables:0.50159	0.252503	
Constraints:0.000910167	
Violation:	0
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Generation:6499
Value average:0.808327	 Max Value:0.808775	 Min Value:0.808031
Better individual:
Value:	0.808031
Variables:0.506025	0.257053	
Constraints:0.000991967	
Violation:	0
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Generation:6749
Value average:0.802535	 Max Value:0.803298	 Min Value:0.802103
Better individual:
Value:	0.802103
Variables:0.518401	0.269682	
Constraints:0.000942817	
Violation:	0
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Generation:6999
Value average:0.801409	 Max Value:0.801571	 Min Value:0.801369
Better individual:
Value:	0.801369
Variables:0.51981	0.271188	
Constraints:0.000985457	
Violation:	0
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Generation:7249
Value average:0.800703	 Max Value:0.801354	 Min Value:0.80044
Better individual:
Value:	0.80044
Variables:0.521777	0.273234	
Constraints:0.000982807	
Violation:	0
The best individual is feasible!

Generation:7499
Value average:0.797024	 Max Value:0.797462	 Min Value:0.796919
Better individual:
Value:	0.796919
Variables:0.529447	0.281248	
Constraints:0.000933631	
Violation:	0
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Generation:7749
Value average:0.801201	 Max Value:1	 Min Value:0.790415
Better individual:
Value:	0.790415
Variables:0.543792	0.296647	
Constraints:0.000937198	
Violation:	0
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Generation:7999
Value average:0.789184	 Max Value:0.79059	 Min Value:0.788663
Better individual:
Value:	0.788663
Variables:0.547617	0.300873	
Constraints:0.00098818	
Violation:	0
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Generation:8249
Value average:0.783879	 Max Value:0.784743	 Min Value:0.783605
Better individual:
Value:	0.783605
Variables:0.560126	0.314533	
Constraints:0.000792744	
Violation:	0
The best individual is feasible!

Generation:8499
Value average:0.780252	 Max Value:0.781489	 Min Value:0.779751
Better individual:
Value:	0.779751
Variables:0.568952	0.324689	
Constraints:0.000982641	
Violation:	0
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Generation:8749
Value average:0.777651	 Max Value:0.777906	 Min Value:0.777554
Better individual:
Value:	0.777554
Variables:0.574476	0.331022	
Constraints:0.000999396	
Violation:	0
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Generation:8999
Value average:0.777465	 Max Value:0.77747	 Min Value:0.777462
Better individual:
Value:	0.777462
Variables:0.574711	0.331293	
Constraints:0.0009997	
Violation:	0
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Generation:9249
Value average:0.777187	 Max Value:0.777296	 Min Value:0.777122
Better individual:
Value:	0.777122
Variables:0.575607	0.332318	
Constraints:0.000994835	
Violation:	0
The best individual is feasible!

Generation:9499
Value average:0.776729	 Max Value:0.77675	 Min Value:0.776723
Better individual:
Value:	0.776723
Variables:0.576636	0.333507	
Constraints:0.000997471	
Violation:	0
The best individual is feasible!

Generation:9749
Value average:0.776706	 Max Value:0.776718	 Min Value:0.776702
Better individual:
Value:	0.776702
Variables:0.576681	0.333561	
Constraints:0.000999952	
Violation:	0
The best individual is feasible!

Generation:9999
Value average:0.776614	 Max Value:0.776706	 Min Value:0.776576
Better individual:
Value:	0.776576
Variables:0.577056	0.33398	
Constraints:0.000986343	
Violation:	0
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Generation:10249
Value average:0.77531	 Max Value:0.775312	 Min Value:0.775309
Better individual:
Value:	0.775309
Variables:0.580345	0.3378	
Constraints:0.000999972	
Violation:	0
The best individual is feasible!

Generation:10499
Value average:0.775308	 Max Value:0.775308	 Min Value:0.775307
Better individual:
Value:	0.775307
Variables:0.580349	0.337805	
Constraints:0.000999988	
Violation:	0
The best individual is feasible!

Generation:10749
Value average:0.775307	 Max Value:0.775306	 Min Value:0.775306
Better individual:
Value:	0.775306
Variables:0.580351	0.337807	
Constraints:0.000999971	
Violation:	0
The best individual is feasible!

Generation:10999
Value average:0.775307	 Max Value:0.775307	 Min Value:0.775306
Better individual:
Value:	0.775306
Variables:0.580351	0.337807	
Constraints:0.000999971	
Violation:	0
The best individual is feasible!

Generation:11249
Value average:0.775307	 Max Value:0.775306	 Min Value:0.775306
Better individual:
Value:	0.775306
Variables:0.580351	0.337807	
Constraints:0.000999971	
Violation:	0
The best individual is feasible!

Generation:11499
Value average:0.775307	 Max Value:0.775306	 Min Value:0.775306
Better individual:
Value:	0.775306
Variables:0.580351	0.337807	
Constraints:0.000999971	
Violation:	0
The best individual is feasible!

Generation:11749
Value average:0.775307	 Max Value:0.775307	 Min Value:0.775306
Better individual:
Value:	0.775306
Variables:0.580351	0.337807	
Constraints:0.000999971	
Violation:	0
The best individual is feasible!

Generation:11999
Value average:0.775307	 Max Value:0.775307	 Min Value:0.775306
Better individual:
Value:	0.775306
Variables:0.580351	0.337807	
Constraints:0.000999971	
Violation:	0
The best individual is feasible!

Generation:12249
Value average:0.775307	 Max Value:0.775307	 Min Value:0.775306
Better individual:
Value:	0.775306
Variables:0.580351	0.337807	
Constraints:0.000999971	
Violation:	0
The best individual is feasible!

Generation:12499
Value average:0.775307	 Max Value:0.775306	 Min Value:0.775306
Better individual:
Value:	0.775306
Variables:0.580351	0.337807	
Constraints:0.000999971	
Violation:	0
The best individual is feasible!

Generation:12749
Value average:0.775307	 Max Value:0.775307	 Min Value:0.775306
Better individual:
Value:	0.775306
Variables:0.580351	0.337807