50000

文化算法的实际应用

Seed:	0.8	Max Generation	25000
0	Value:	-217.011	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	1	Value:	-172.872	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	2	Value:	-165.307	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	3	Value:	-110.369	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	4	Value:	-183.631	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	5	Value:	-154.863	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	6	Value:	-218.99	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	7	Value:	-114.249	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	8	Value:	-119.959	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	9	Value:	-138.645	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	10	Value:	-223.815	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	11	Value:	-76.3326	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	12	Value:	-35.124	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	13	Value:	-177.639	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	14	Value:	-167.016	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	15	Value:	-143.361	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	16	Value:	-230.724	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	17	Value:	-91.8771	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	18	Value:	-106.874	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	19	Value:	-192.49	IsFeasible:	0	VCount:	0
Variables:	Comnstraints:	20	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	21	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	22	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	23	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	24	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	25	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	26	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	27	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	28	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	29	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	30	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	31	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	32	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	33	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	34	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	35	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	36	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	37	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	38	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	39	Value:	0	IsFeasible:	1	VCount:	0
Variables:	Comnstraints:	Generation:249
Value average:-5.53255	 Max Value:-4.14222	 Min Value:-7.2737
Better individual:
Value:	-7.2737
Variables:1	1	0.829698	0	1	1	0.547387	1	0.859768	0	0	2.57304	1	
Constraints:-6	-3.76756	-3.76756	-8	-8	-4.06455	-1	-2.54739	-0.286729	
Violation:	0
The best individual is feasible!

Generation:499
Value average:-5.75193	 Max Value:-2.62225	 Min Value:-7.40126
Better individual:
Value:	-7.40126
Variables:1	1	1	1	0.882473	0.924969	1	1	0.858541	0	0	1.93245	0.802827	
Constraints:-6	-4.06755	-4.06755	-8	-8	-6.06755	-2.88247	-2.84994	-0.926093	
Violation:	0
The best individual is feasible!

Generation:749
Value average:-5.41636	 Max Value:-3.29129	 Min Value:-7.40126
Better individual:
Value:	-7.40126
Variables:1	1	1	1	0.882473	0.924969	1	1	0.858541	0	0	1.93245	0.802827	
Constraints:-6	-4.06755	-4.06755	-8	-8	-6.06755	-2.88247	-2.84994	-0.926093	
Violation:	0
The best individual is feasible!

Generation:999
Value average:-14.3592	 Max Value:-14.0828	 Min Value:-14.4726
Better individual:
Value:	-14.4726
Variables:1	0.986451	1	1	0.925877	0.999976	0.99239	0.998887	0.999157	2.88689	2.94653	2.81857	0.971099	
Constraints:-0.193679	-0.294537	-0.261995	-5.11311	-4.94508	-5.18143	-0.0389879	-0.0458118	-0.178358	
Violation:	0
The best individual is feasible!

Generation:1249
Value average:-14.7798	 Max Value:-14.5859	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:1499
Value average:-12.7751	 Max Value:-8.51786	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:1749
Value average:-11.765	 Max Value:-5.54482	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:1999
Value average:-10.8542	 Max Value:-5.23256	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:2249
Value average:-11.9462	 Max Value:-8.39082	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:2499
Value average:-10.5541	 Max Value:-6.42706	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:2749
Value average:-10.4091	 Max Value:-5.90409	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:2999
Value average:-9.87234	 Max Value:-5.59457	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:3249
Value average:-8.98799	 Max Value:-5.46544	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:3499
Value average:-9.2673	 Max Value:-5.13483	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:3749
Value average:-9.61703	 Max Value:-5.55309	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:3999
Value average:-8.80958	 Max Value:-5.13739	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:4249
Value average:-9.07786	 Max Value:-5.77242	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:4499
Value average:-10.7419	 Max Value:-5.9631	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:4749
Value average:-9.4134	 Max Value:-5.5391	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:4999
Value average:-9.92307	 Max Value:-5.87783	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:5249
Value average:-9.36739	 Max Value:-4.46985	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:5499
Value average:-8.87006	 Max Value:-4.60761	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:5749
Value average:-8.99132	 Max Value:-4.61011	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:5999
Value average:-8.60347	 Max Value:-5.28099	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:6249
Value average:-8.86852	 Max Value:-5.57738	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:6499
Value average:-9.08271	 Max Value:-5.79942	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:6749
Value average:-9.72786	 Max Value:-5.76572	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:6999
Value average:-8.26788	 Max Value:-4.81887	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:7249
Value average:-9.56238	 Max Value:-5.90008	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:7499
Value average:-8.93042	 Max Value:-5.60032	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:7749
Value average:-9.07163	 Max Value:-5.65982	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:7999
Value average:-9.29224	 Max Value:-5.56378	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:8249
Value average:-8.93078	 Max Value:-5.27927	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509	
Violation:	0
The best individual is feasible!

Generation:8499
Value average:-8.27977	 Max Value:-5.86288	 Min Value:-14.8519
Better individual:
Value:	-14.8519
Variables:1	0.999914	1	1	0.986478	0.999896	0.993298	1	0.998298	2.93234	2.98411	2.98145	0.976453	
Constraints:-0.0837232	-0.0862124	-0.0346159	-5.06766	-5.0152	-5.01855	-0.0541381	-0.00898105	-0.0168509