12

文化算法的实际应用

Value average:-9.70779	 Max Value:-3.45908	 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:3999
Value average:-8.82472	 Max Value:-3.97482	 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:4249
Value average:-9.76318	 Max Value:-5.42595	 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:4499
Value average:-8.88466	 Max Value:-3.63787	 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:4749
Value average:-9.35088	 Max Value:-4.83748	 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:4999
Value average:-7.76185	 Max Value:-2.87755	 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:5249
Value average:-9.4121	 Max Value:-4.7654	 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:5499
Value average:-8.66162	 Max Value:-4.31107	 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:5749
Value average:-9.38824	 Max Value:-3.26479	 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:5999
Value average:-10.0442	 Max Value:-4.88576	 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:6249
Value average:-9.55471	 Max Value:-5.01443	 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:6499
Value average:-9.0545	 Max Value:-3.80476	 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:6749
Value average:-9.33893	 Max Value:-3.88303	 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:6999
Value average:-8.65091	 Max Value:-2.94571	 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:7249
Value average:-10.0453	 Max Value:-5.67124	 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:7499
Value average:-8.6073	 Max Value:-4.53912	 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:7749
Value average:-9.60516	 Max Value:-5.23818	 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:7999
Value average:-9.30595	 Max Value:-3.8672	 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:8249
Value average:-8.74683	 Max Value:-3.99292	 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:8499
Value average:-8.85368	 Max Value:-4.03485	 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:8749
Value average:-9.46734	 Max Value:-4.6192	 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:8999
Value average:-8.93654	 Max Value:-3.4503	 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:9249
Value average:-9.04224	 Max Value:-3.61465	 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:9499
Value average:-9.03625	 Max Value:-3.61714	 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:9749
Value average:-9.30714	 Max Value:-4.78462	 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:9999
Value average:-8.86324	 Max Value:-4.43367	 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:10249
Value average:-8.58863	 Max Value:-3.22388	 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:10499
Value average:-9.53609	 Max Value:-4.05202	 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:10749
Value average:-8.69102	 Max Value:-4.25503	 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:10999
Value average:-8.97279	 Max Value:-4.52238	 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:11249
Value average:-9.07576	 Max Value:-4.73691	 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:11499
Value average:-9.16434	 Max Value:-4.26784	 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:11749