trainlinwith bp pashan.txt

应用PSO训练神经网络Visual C++ 训练结果优于BP,该方法用于模式识别、知识挖掘等

avrfitval =9.4169  gbest =0bestfitval =11.6177  times = 1
avrfitval =9.14565  gbest =5bestfitval =6.20876  times = 11
avrfitval =9.23652  gbest =17bestfitval =5.76176  times = 21
avrfitval =8.1841  gbest =18bestfitval =4.74299  times = 31
avrfitval =7.8483  gbest =18bestfitval =4.44313  times = 41
avrfitval =7.46069  gbest =3bestfitval =3.51456  times = 51
avrfitval =6.85539  gbest =7bestfitval =3.33137  times = 61
avrfitval =7.01766  gbest =11bestfitval =2.30756  times = 71
avrfitval =5.65955  gbest =11bestfitval =2.30756  times = 81
avrfitval =5.16722  gbest =11bestfitval =2.30756  times = 91
avrfitval =5.25798  gbest =11bestfitval =2.30756  times = 101
avrfitval =5.12113  gbest =1bestfitval =2.06761  times = 111
avrfitval =5.61925  gbest =8bestfitval =1.51229  times = 121
avrfitval =5.4307  gbest =17bestfitval =1.45199  times = 131
avrfitval =5.11161  gbest =16bestfitval =1.33664  times = 141
avrfitval =4.91147  gbest =8bestfitval =0.885946  times = 151
avrfitval =4.30987  gbest =19bestfitval =0.787024  times = 161
avrfitval =3.95752  gbest =19bestfitval =0.787024  times = 171
avrfitval =4.18631  gbest =19bestfitval =0.710597  times = 181
avrfitval =4.76466  gbest =19bestfitval =0.710597  times = 191
avrfitval =3.2486  gbest =19bestfitval =0.588147  times = 201
avrfitval =3.72222  gbest =18bestfitval =0.367988  times = 211
avrfitval =3.41262  gbest =18bestfitval =0.367988  times = 221
avrfitval =3.40043  gbest =18bestfitval =0.367988  times = 231
avrfitval =2.96908  gbest =18bestfitval =0.367988  times = 241
avrfitval =2.9491  gbest =18bestfitval =0.367988  times = 251
avrfitval =3.4804  gbest =18bestfitval =0.367988  times = 261
avrfitval =2.53014  gbest =18bestfitval =0.367988  times = 271
avrfitval =2.8331  gbest =18bestfitval =0.367988  times = 281
avrfitval =2.93649  gbest =18bestfitval =0.367988  times = 291
avrfitval =2.6766  gbest =18bestfitval =0.367988  times = 301
avrfitval =3.19021  gbest =18bestfitval =0.367988  times = 311
avrfitval =2.79622  gbest =18bestfitval =0.367988  times = 321
avrfitval =2.45263  gbest =18bestfitval =0.367988  times = 331
avrfitval =3.02687  gbest =18bestfitval =0.352878  times = 341
avrfitval =3.10658  gbest =18bestfitval =0.352878  times = 351
avrfitval =3.04269  gbest =18bestfitval =0.352878  times = 361
avrfitval =3.74034  gbest =18bestfitval =0.352878  times = 371
avrfitval =2.74552  gbest =18bestfitval =0.352878  times = 381
avrfitval =2.97428  gbest =18bestfitval =0.352878  times = 391
avrfitval =3.51963  gbest =18bestfitval =0.352878  times = 401
avrfitval =2.99103  gbest =18bestfitval =0.352878  times = 411
avrfitval =3.06741  gbest =18bestfitval =0.352878  times = 421
avrfitval =3.00536  gbest =16bestfitval =0.297868  times = 431
avrfitval =3.86162  gbest =16bestfitval =0.297868  times = 441
avrfitval =3.96959  gbest =16bestfitval =0.297868  times = 451
avrfitval =2.94227  gbest =19bestfitval =0.297694  times = 461
avrfitval =2.74144  gbest =19bestfitval =0.297694  times = 471
avrfitval =2.72391  gbest =7bestfitval =0.162942  times = 481
avrfitval =2.94544  gbest =7bestfitval =0.162942  times = 491
avrfitval =2.79458  gbest =7bestfitval =0.162942  times = 501
avrfitval =2.26021  gbest =7bestfitval =0.162942  times = 511
avrfitval =3.5549  gbest =7bestfitval =0.162942  times = 521
avrfitval =2.85082  gbest =10bestfitval =0.111142  times = 531
avrfitval =2.80622  gbest =10bestfitval =0.111142  times = 541
avrfitval =2.90424  gbest =10bestfitval =0.111142  times = 551
avrfitval =2.99089  gbest =10bestfitval =0.111142  times = 561
avrfitval =2.92129  gbest =10bestfitval =0.111142  times = 571
avrfitval =3.5193  gbest =10bestfitval =0.111142  times = 581
avrfitval =3.26362  gbest =10bestfitval =0.111142  times = 591
avrfitval =2.60655  gbest =10bestfitval =0.111142  times = 601
avrfitval =2.51899  gbest =10bestfitval =0.111142  times = 611
avrfitval =2.67042  gbest =10bestfitval =0.111142  times = 621
avrfitval =2.87081  gbest =10bestfitval =0.111142  times = 631
avrfitval =2.30878  gbest =10bestfitval =0.111142  times = 641
avrfitval =2.23111  gbest =10bestfitval =0.111142  times = 651
avrfitval =2.44224  gbest =10bestfitval =0.0782067  times = 661
avrfitval =2.36607  gbest =10bestfitval =0.0782067  times = 671
avrfitval =2.13231  gbest =10bestfitval =0.0782067  times = 681
avrfitval =2.24992  gbest =10bestfitval =0.0782067  times = 691
avrfitval =2.73068  gbest =10bestfitval =0.0735601  times = 701
avrfitval =2.22922  gbest =10bestfitval =0.0735601  times = 711
avrfitval =2.82014  gbest =10bestfitval =0.0735601  times = 721
avrfitval =2.80052  gbest =10bestfitval =0.0735601  times = 731
avrfitval =2.71911  gbest =10bestfitval =0.0735601  times = 741
avrfitval =2.22242  gbest =10bestfitval =0.0735601  times = 751
avrfitval =2.26721  gbest =10bestfitval =0.0735601  times = 761
avrfitval =2.04428  gbest =13bestfitval =0.0532548  times = 771
avrfitval =3.08615  gbest =1bestfitval =0.0423278  times = 781
avrfitval =2.53007  gbest =1bestfitval =0.0423278  times = 791
avrfitval =2.24301  gbest =1bestfitval =0.0423278  times = 801
avrfitval =1.6522  gbest =2bestfitval =0.028783  times = 811
avrfitval =2.20577  gbest =2bestfitval =0.028783  times = 821
avrfitval =1.02524  gbest =2bestfitval =0.028783  times = 831
avrfitval =2.02967  gbest =2bestfitval =0.028783  times = 841
avrfitval =1.80842  gbest =18bestfitval =0.0184159  times = 851
avrfitval =1.50608  gbest =4bestfitval =0.0162148  times = 861
avrfitval =1.26313  gbest =8bestfitval =0.0116672  times = 871
avrfitval =1.17742  gbest =18bestfitval =0.00944635  times = 881
avrfitval =1.98889  gbest =18bestfitval =0.00408011  times = 891
avrfitval =1.25226  gbest =18bestfitval =0.00408011  times = 901
avrfitval =1.91084  gbest =18bestfitval =0.00408011  times = 911
avrfitval =1.30915  gbest =18bestfitval =0.00343895  times = 921
avrfitval =0.706213  gbest =10bestfitval =0.00298335  times = 931
avrfitval =1.22099  gbest =15bestfitval =0.00291708  times = 941
avrfitval =1.13768  gbest =15bestfitval =0.00291708  times = 951
avrfitval =0.709432  gbest =15bestfitval =0.00291708  times = 961
avrfitval =1.03621  gbest =15bestfitval =0.00291708  times = 971
avrfitval =1.2215  gbest =15bestfitval =0.00291708  times = 981
avrfitval =1.17957  gbest =15bestfitval =0.00291708  times = 991
avrfitval =0.849314  gbest =15bestfitval =0.00291708  times = 1001
avrfitval =0.765994  gbest =15bestfitval =0.00291708  times = 1011
avrfitval =0.935342  gbest =5bestfitval =0.00286808  times = 1021
avrfitval =0.98453  gbest =5bestfitval =0.00286808  times = 1031
avrfitval =1.33056  gbest =5bestfitval =0.0022098  times = 1041
avrfitval =1.13621  gbest =5bestfitval =0.00192939  times = 1051
avrfitval =1.36166  gbest =5bestfitval =0.00139137  times = 1061
avrfitval =1.23927  gbest =5bestfitval =0.00139137  times = 1071
avrfitval =1.8865  gbest =18bestfitval =0.000559319  times = 1081
avrfitval =1.55248  gbest =18bestfitval =0.000559319  times = 1091
avrfitval =1.49699  gbest =18bestfitval =0.000559319  times = 1101
avrfitval =1.30164  gbest =18bestfitval =0.000559319  times = 1111
avrfitval =0.941097  gbest =18bestfitval =0.000559319  times = 1121
avrfitval =1.04465  gbest =10bestfitval =0.000320225  times = 1131
avrfitval =1.39314  gbest =10bestfitval =0.000320225  times = 1141
avrfitval =1.07665  gbest =10bestfitval =0.000320225  times = 1151
avrfitval =1.07729  gbest =10bestfitval =0.000320225  times = 1161
avrfitval =0.643617  gbest =10bestfitval =0.000320225  times = 1171
avrfitval =0.994531  gbest =10bestfitval =0.000320225  times = 1181
avrfitval =1.10902  gbest =10bestfitval =0.000320225  times = 1191
avrfitval =1.19963  gbest =10bestfitval =0.000320225  times = 1201
avrfitval =0.875739  gbest =10bestfitval =0.000320225  times = 1211
avrfitval =0.758003  gbest =10bestfitval =0.000320225  times = 1221
avrfitval =0.868144  gbest =10bestfitval =0.000320225  times = 1231
avrfitval =0.570837  gbest =10bestfitval =0.000320225  times = 1241
avrfitval =0.620108  gbest =4bestfitval =0.000217844  times = 1251
avrfitval =1.39812  gbest =4bestfitval =0.000217844  times = 1261
avrfitval =0.870011  gbest =0bestfitval =0.000171748  times = 1271
avrfitval =0.82636  gbest =1bestfitval =0.000102502  times = 1281
avrfitval =0.560814  gbest =1bestfitval =0.000102502  times = 1291
avrfitval =0.986974  gbest =1bestfitval =0.000102502  times = 1301
avrfitval =0.811883  gbest =1bestfitval =0.000102502  times = 1311
avrfitval =1.30689  gbest =8bestfitval =5.83504e-005  times = 1321
avrfitval =1.06945  gbest =8bestfitval =5.83504e-005  times = 1331
avrfitval =1.30381  gbest =8bestfitval =5.83504e-005  times = 1341
avrfitval =1.03486  gbest =8bestfitval =5.83504e-005  times = 1351
avrfitval =0.628866  gbest =8bestfitval =5.83504e-005  times = 1361
avrfitval =0.579063  gbest =8bestfitval =5.83504e-005  times = 1371
avrfitval =0.872064  gbest =8bestfitval =5.83504e-005  times = 1381
avrfitval =0.66357  gbest =8bestfitval =5.83504e-005  times = 1391
avrfitval =0.827328  gbest =8bestfitval =5.83504e-005  times = 1401
avrfitval =0.860905  gbest =6bestfitval =3.35295e-005  times = 1411
avrfitval =1.02815  gbest =6bestfitval =3.35295e-005  times = 1421
avrfitval =0.885342  gbest =6bestfitval =3.35295e-005  times = 1431
avrfitval =0.76205  gbest =6bestfitval =3.35295e-005  times = 1441
avrfitval =0.47246  gbest =6bestfitval =2.80407e-005  times = 1451
avrfitval =0.784047  gbest =6bestfitval =2.80407e-005  times = 1461
avrfitval =0.658849  gbest =6bestfitval =2.80407e-005  times = 1471
avrfitval =0.887427  gbest =6bestfitval =2.80407e-005  times = 1481
avrfitval =0.872577  gbest =6bestfitval =2.71333e-005  times = 1491
avrfitval =1.08172  gbest =6bestfitval =2.71333e-005  times = 1501
avrfitval =0.906651  gbest =6bestfitval =2.71333e-005  times = 1511
avrfitval =1.04357  gbest =6bestfitval =2.71333e-005  times = 1521
avrfitval =0.80773  gbest =6bestfitval =2.71333e-005  times = 1531
avrfitval =0.762838  gbest =6bestfitval =2.71333e-005  times = 1541
avrfitval =1.75268  gbest =6bestfitval =2.71333e-005  times = 1551
avrfitval =0.843167  gbest =6bestfitval =2.71333e-005  times = 1561
avrfitval =0.688147  gbest =9bestfitval =2.41053e-005  times = 1571
avrfitval =0.718598  gbest =9bestfitval =2.41053e-005  times = 1581
avrfitval =0.425612  gbest =9bestfitval =2.41053e-005  times = 1591
avrfitval =0.80943  gbest =4bestfitval =2.12956e-005  times = 1601
avrfitval =0.570154  gbest =4bestfitval =2.12956e-005  times = 1611
avrfitval =0.227841  gbest =4bestfitval =2.12956e-005  times = 1621
0  wucha = 5.97276e-007
0  wucha = 2.36974e-006
0  wucha = 2.65042e-005
0  wucha = 9.97725e-005
0  wucha = 0.00697232
0  wucha = 6.4712e-006
0  wucha = 0.878413
0  wucha = 0.000440789
0  avr_wucha = 0.0188596