cstr.dtl

哈工大的神经网络课件

Iter.No.  Error.Func.   Av.Error(%)   Av.Deviation(%)
-------------------------------------------------------

Iter.No. : 0 	 Func_count   : 5
Obj-func : 3.560121e-01 	 Mag. of Deriv: 0.000000e+00


 Weights between layer NO. 1 and 2

 0.38068	-0.26096	-0.13712	-0.35788	 0.049683
-0.39722	 0.35455	 0.32922	 0.053772	-0.38223
-0.18787	-0.3512 	 0.23428	-0.31686	 0.13553
-0.42914	 0.48642	 0.25244	-0.33408	-0.4422 
 0.38803	 0.22174	 0.06543	 0.25403	 0.07254
-0.24298	-0.011902	 0.099854	 0.064789	 0.15494
-0.48981	 0.21255	 0.29849	 0.33054	-0.21054
 0.37897	 0.033966	 0.025543	-0.078705	-0.49689
-0.10468	 0.33127	 0.46124	 0.35269	-0.25482
-0.38037	-0.41806	-0.05191	-0.38379	 0.47607
 0.3338 	 0.43777	 0.41815	-0.27167	-0.022003

 Weights between layer NO. 2 and 3

-0.19638
-0.36124
 0.16455
-0.1398 
 0.24042
-0.24225

 Gradients between layer NO. 1 and 2

 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      

 Gradients between layer NO. 2 and 3

 0      
 0      
 0      
 0      
 0      
 0      

 Direction of descent between layer NO. 1 and 2

 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      
 0      	 0      	 0      	 0      	 0      

 Direction of descent between layer NO. 2 and 3

 0      
 0      
 0      
 0      
 0      
 0      

Input to the nodes for the last set at layer NO. 3
-0.42267

Input to the nodes for the last set at layer NO. 2
-0.099406	 0.74116	 1.06   	-0.11017	-0.31575

Output from the nodes for the last set at layer NO. 3
 0.39588

Output from the nodes for the last set at layer NO. 2
 0.47517	 0.67725	 0.74269	 0.47249	 0.42171

Delta values for the last set at layer NO. 3
 0.31305

Delta values for the last set at layer NO. 2
 0      	 0      	 0      	 0      	 0      

----------------------------------------------------------------------

Iter.No. : 100 	 Func_count   : 4980
Obj-func : 1.377783e-04 	 Mag. of Deriv: 3.231305e-04


 Weights between layer NO. 1 and 2

 2.0332 	 2.2756 	 0.082258	-2.2763 	-1.577  
 1.751  	 3.545  	-0.65366	 1.3864 	-1.9786 
 1.738  	 3.79   	-0.85291	-1.2044 	-2.4307 
 0.83928	 3.5522 	-0.41213	-1.6657 	-2.3929 
 0.55387	-0.025281	 0.080102	 1.5763 	 0.56849
-0.69027	-1.22   	 0.42903	 1.0602 	 1.1865 
-1.0599 	-0.6472 	 0.66267	 0.18039	 0.43244
-0.13939	-0.34663	 0.2868 	-0.82438	-0.25693
-0.49125	 0.3033 	 0.55469	-0.33568	-0.24428
-0.62039	-0.23155	-0.12096	-0.70911	 0.39962
 0.85396	 1.9553 	-0.041666	-0.14908	-0.67292

 Weights between layer NO. 2 and 3

 0.86575
-2.7914 
-0.90862
 9.3167 
 3.0758 
-1.2561 

 Gradients between layer NO. 1 and 2

-3.5009e-06	-1.0593e-06	 3.1347e-06	-6.0258e-05	-2.9189e-06
-2.5509e-06	-4.8187e-07	 1.308e-05	-0.00012087	 2.8618e-06
-5.7122e-07	 1.9713e-06	 1.5719e-05	-0.00013582	 2.8909e-06
 1.4645e-06	-1.5714e-06	 1.3524e-05	-0.00011044	 4.7106e-06
 5.8507e-06	-1.2957e-05	 7.603e-06	-4.258e-05	 1.4004e-05
 7.1501e-06	-1.4657e-05	 5.1438e-06	-1.6342e-05	 1.4475e-05
 7.5431e-06	-1.3487e-05	 5.8238e-06	-2.117e-05	 1.3389e-05
 7.8181e-06	-1.2194e-05	 7.0131e-06	-3.0196e-05	 1.316e-05
 7.9551e-06	-1.1396e-05	 8.2672e-06	-3.932e-05	 1.3677e-05
 7.8486e-06	-1.0992e-05	 9.422e-06	-4.7943e-05	 1.4179e-05
 1.1368e-05	-1.9192e-05	 2.1439e-05	-0.00013456	 2.3922e-05

 Gradients between layer NO. 2 and 3

-0.00010392
-8.6741e-05
-2.1641e-05
-6.2925e-06
 1.9364e-05
-7.7158e-05

 Direction of descent between layer NO. 1 and 2

-3.9328e-05	-2.1263e-05	 1.923e-05	-0.00064735	 1.2705e-05
 0.00015635	 0.00010729	-4.3657e-05	 0.00011688	 0.00012578
 0.00021345	 0.0006833	-5.783e-05	-0.00032873	-0.00025155
 0.00018217	 0.00059648	-5.0222e-05	-0.00058	-0.00022886
 0.00017603	-0.00022524	-0.00012527	 0.0002332	 0.00035667
 0.00013964	-0.00027694	-0.00010997	 5.3374e-05	 0.00034757
 0.00013644	-4.3245e-05	-9.2956e-05	-0.00031257	 0.0001685
 0.00016024	 0.00014432	-9.9978e-05	-0.00039741	 5.288e-05
 0.00019401	 0.00023006	-0.00011842	-0.00027507	 2.4409e-05
 0.00021961	 0.00024719	-0.00013047	-0.00013694	 3.9861e-05
 0.00039864	 0.00038886	-0.00020039	-0.00043146	 0.00014047

 Direction of descent between layer NO. 2 and 3

 0.00040919
 6.1729e-05
 0.00057853
 0.00065033
 0.00042299
 0.00085386

Input to the nodes for the last set at layer NO. 3
 0.92621

Input to the nodes for the last set at layer NO. 2
 0.060699	 2.5006 	 0.80764	-0.3251 	-0.67636

Output from the nodes for the last set at layer NO. 3
 0.71631

Output from the nodes for the last set at layer NO. 2
 0.51517	 0.92419	 0.69161	 0.41943	 0.33707

Delta values for the last set at layer NO. 3
-0.0073781

Delta values for the last set at layer NO. 2
 0.00017895	-0.00020522	-0.00015837	 0.001918	 0.00060108

----------------------------------------------------------------------

Iter.No. : 200 	 Func_count   : 9990
Obj-func : 5.776489e-07 	 Mag. of Deriv: 8.650293e-05


 Weights between layer NO. 1 and 2

 1.9792 	 2.2298 	 0.19103	-4.2933 	-1.5919 
 2.0982 	 3.7912 	-0.64173	 1.366  	-1.7066 
 2.0931 	 4.9296 	-0.90925	-1.2628 	-2.7315 
 1.03   	 4.4298 	-0.45479	-2.2039 	-2.8407 
 0.59848	-0.68283	-0.0092779	 1.9129 	 0.62893
-0.77436	-2.032  	 0.35251	 1.1007 	 1.1313 
-1.1888 	-1.1015 	 0.59022	-0.18836	 0.10054
-0.2365 	-0.48928	 0.18995	-1.1125 	-0.73497
-0.51821	 0.32108	 0.42614	-0.25911	-0.72817
-0.58346	-0.16328	-0.26626	-0.32904	-0.028732
 0.99925	 2.046  	-0.21911	-0.14416	-1.2701 

 Weights between layer NO. 2 and 3

 1.4702 
-3.4299 
-0.54956
 10.149 
 3.3219 
-0.69601

 Gradients between layer NO. 1 and 2

 1.4406e-07	 7.1877e-07	-5.3621e-07	 4.6008e-06	-2.6482e-07
 1.3254e-06	 1.2389e-06	-1.5666e-06	 1.6358e-05	-1.7294e-07
 1.0209e-06	 2.7882e-06	-1.8695e-06	 1.7278e-05	-8.6809e-07
-1.0785e-06	 4.5837e-06	-1.1934e-06	 4.7567e-06	-2.1374e-06
-5.3324e-06	 7.5104e-06	 3.3584e-07	-2.1598e-05	-4.4337e-06
-6.5554e-06	 8.2746e-06	 8.6553e-07	-2.9901e-05	-5.0573e-06
-6.699e-06	 8.771e-06	 8.0946e-07	-3.0083e-05	-5.2909e-06
-6.4498e-06	 8.9615e-06	 6.0139e-07	-2.7721e-05	-5.3004e-06
-6.076e-06	 8.9351e-06	 3.7454e-07	-2.4739e-05	-5.1922e-06
-5.7196e-06	 8.7916e-06	 1.8995e-07	-2.2105e-05	-5.0424e-06
-9.207e-06	 1.5235e-05	-2.4066e-07	-3.1504e-05	-8.5635e-06

 Gradients between layer NO. 2 and 3

 1.7913e-05
 7.4504e-06
-6.2935e-06
-7.2528e-06
-2.7724e-06
 2.953e-06

 Direction of descent between layer NO. 1 and 2

-6.2624e-06	 5.3446e-07	 1.2592e-06	-0.00024966	 3.4268e-06
 5.373e-05	 6.9401e-05	-8.1465e-06	 5.1495e-05	 4.1387e-06
 3.9981e-05	 0.00024691	-1.174e-05	 3.8512e-05	-3.1289e-05
 3.7807e-06	 0.00021127	-5.894e-06	-4.1377e-05	-1.8559e-05
-3.0417e-05	-4.6681e-05	-2.6859e-06	 4.8951e-05	 5.6318e-05
-5.5831e-05	-7.1681e-05	 2.1004e-06	-4.1143e-06	 6.1813e-05
-6.8012e-05	-2.8619e-06	 3.5621e-06	-6.2026e-05	 4.5775e-05
-6.5911e-05	 5.6629e-05	 1.3307e-06	-5.0986e-05	 3.317e-05
-5.5494e-05	 8.7459e-05	-2.1221e-06	 7.5692e-07	 2.792e-05
-4.4577e-05	 9.7049e-05	-4.3709e-06	 4.6111e-05	 2.7116e-05
-6.0433e-05	 0.00016727	-5.2649e-06	 1.9801e-05	 5.107e-05

 Direction of descent between layer NO. 2 and 3

 0.00011603
-0.00020213
-2.6531e-05
 8.7324e-05
 2.4346e-05
 2.0379e-05

Input to the nodes for the last set at layer NO. 3
 0.90965

Input to the nodes for the last set at layer NO. 2
 0.17072	 1.8713 	 0.266  	-0.50363	-2.4308 

Output from the nodes for the last set at layer NO. 3
 0.71293

Output from the nodes for the last set at layer NO. 2
 0.54258	 0.86661	 0.56611	 0.37669	 0.080851

Delta values for the last set at layer NO. 3
-0.0039994

Delta values for the last set at layer NO. 2
 1.2473e-05	-1.7202e-05	-4.5405e-06	 8.2829e-05	 9.7793e-06

----------------------------------------------------------------------

Iter.No. : 253 	 Func_count   : 12585
Obj-func : 3.811393e-12 	 Mag. of Deriv: 3.830032e-05


 Weights between layer NO. 1 and 2

 1.9752 	 2.2282 	 0.18997	-4.4068 	-1.5918 
 2.1273 	 3.8101 	-0.64405	 1.3582 	-1.7039 
 2.1298 	 4.9971 	-0.91395	-1.2374 	-2.7428 
 1.0518 	 4.4812 	-0.45775	-2.2051 	-2.8509 
 0.59613	-0.71732	-0.010173	 1.9078 	 0.64007
-0.788  	-2.0765 	 0.35314	 1.081  	 1.1425 
-1.203  	-1.1271 	 0.59083	-0.21348	 0.10525
-0.24572	-0.49747	 0.18949	-1.1227 	-0.7346 
-0.52074	 0.32239	 0.4245 	-0.24691	-0.72907
-0.58067	-0.1585 	-0.26848	-0.30143	-0.029263
 1.0104 	 2.0546 	-0.22176	-0.13572	-1.2689 

 Weights between layer NO. 2 and 3

 1.5198 
-3.4793 
-0.55909
 10.174 
 3.3268 
-0.68521

 Gradients between layer NO. 1 and 2

 1.3072e-07	-1.8371e-07	 2.2538e-08	 4.3258e-07	 1.0426e-07
 1.8957e-07	-2.5764e-07	 5.3022e-08	 3.8482e-07	 1.4983e-07
 4.3494e-07	-4.8034e-07	-1.2895e-08	 1.7202e-06	 2.9814e-07
 8.9616e-07	-9.5063e-07	-1.8805e-07	 4.6672e-06	 5.9253e-07
 1.7929e-06	-1.8959e-06	-5.3632e-07	 1.0478e-05	 1.1755e-06
 2.0035e-06	-2.1028e-06	-6.3158e-07	 1.1922e-05	 1.3064e-06
 2.0738e-06	-2.163e-06	-6.5215e-07	 1.2315e-05	 1.3475e-06
 2.0761e-06	-2.1574e-06	-6.4403e-07	 1.2255e-05	 1.3466e-06
 2.046e-06	-2.1245e-06	-6.2437e-07	 1.1997e-05	 1.3271e-06
 2.0023e-06	-2.0818e-06	-6.0173e-07	 1.1672e-05	 1.3002e-06
 3.4447e-06	-3.6142e-06	-9.9065e-07	 1.9798e-05	 2.2505e-06

 Gradients between layer NO. 2 and 3

 2.7779e-06
 5.7129e-06