b. Pelatihan Data
Tabel 17. Hasil pelatihan Data
Ket Bobot Input Ke Hidden Hasil Trainning
Bias Input Ke Hidden Hasil Trainning Bobot Hidden Ke Output Hasil Trainning
Bias Hidden Ke Output
Hasil Trainning
kuadrat error
Output Output 1
-1,64708 -0,85602 -0,30737 0,57845 0,006 0,429 0,2887 0,7525
5,7592 3,2789 2,0329 -0,7955 -9,83205
0,004 0,91039 0,30979 0,26405 0,52305
0,5045 0,1831 0,9914 0,4714 Output 2
-0,29935 -0,37391 -2,12299 -0,99854 0,7834 0,7912 0,33 0,4509
0,4353 0,7287 6,8505 2,1875 -10,1322
0,0144 0,7615 0,72391 1,0951 0,78784
0,145 0,2578 0,0282 0,8279 Output 3
-0,04473 1,37196 1,5808 0,67937 0,9926 0,8396 0,4093 0,8053
-0,0926 -0,7928 -0,7876 -0,3513 -0,8637
0,0703 0,32306 0,20207 0,32566 -0,18893
0,5476 0,2065 0,9627 0,9331 Output 4
0,2216 0,54492 0,81848 0,25721 0,3758 0,401 0,8414 0,4096
-2,1999 -2,1183 -1,1058 -1,9067 2,90345
0,0484 0,32658 0,51379 0,53206 0,70903
0,311 0,2956 0,8079 0,3096 Output 5
0,89632 0,69643 0,24224 0,64569 0,0142 0,2947 0,984 0,7613
2,6466 2,2357 0,2972 0,7305 -1,613
0,1471 0,92559 0,62222 0,92066 0,3409
0,6675 0,8901 0,2814 0,3681
Universitas Sumatera Utara
Nilai y1 – y100
Output 1 Tabel 18. Nilai y1 – y100 Output 1
Indeks Data Ke -
Nilai y1 - y100 Indeks
Data Ke - Nilai y1 - y100
Indeks Data Ke -
Nilai y1 - y100 Indeks Data
Ke - Nilai y1 -
y100 Indeks
Data Ke - Nilai y1 - y100
1 y1=0,6092
21 y21=0,0002
41 y41=0,0131
61 y61=0,0131
81 y81=0,013
2 y2=0,6586
22 y22=0,0002
42 y42=0,0131
62 y62=0,0131
82 y82=0,013
3 y3=0,6884
23 y23=0,0002
43 y43=0,0131
63 y63=0,0131
83 y83=0,013
4 y4=0,7047
24 y24=0,0002
44 y44=0,0131
64 y64=0,013
84 y84=0,013
5 y5=0,7112
25 y25=0,0002
45 y45=0,0131
65 y65=0,013
85 y85=0,013
6 y6=0,7098
26 y26=0,0002
46 y46=0,0131
66 y66=0,013
86 y86=0,013
7 y7=0,6949
27 y27=0,0002
47 y47=0,0131
67 y67=0,013
87 y87=0,013
8 y8=0,6788
28 y28=0,0132
48 y48=0,0131
68 y68=0,013
88 y88=0,013
9 y9=0,6553
29 y29=0,0132
49 y49=0,0131
69 y69=0,013
89 y89=0,013
10 y10=0,6054
30 y30=0,0132
50 y50=0,0131
70 y70=0,013
90 y90=0,013
11 y11=0,2826
31 y31=0,0132
51 y51=0,0131
71 y71=0,013
91 y91=0,0129
12 y12=0,1479
32 y32=0,0132
52 y52=0,0131
72 y72=0,013
92 y92=0,0129
13 y13=0,0885
33 y33=0,0132
53 y53=0,0131
73 y73=0,013
93 y93=0,0129
14 y14=0,0667
34 y34=0,0132
54 y54=0,0131
74 y74=0,013
94 y94=0,0129
15 y15=0,0525
35 y35=0,0132
55 y55=0,0131
75 y75=0,013
95 y95=0,0129
16 y16=0,0025
36 y36=0,0132
56 y56=0,0131
76 y76=0,013
96 y96=0,0129
17 y17=0,0003
37 y37=0,0131
57 y57=0,0131
77 y77=0,013
97 y97=0,0129
18 y18=0,0002
38 y38=0,0131
58 y58=0,0131
78 y78=0,013
98 y98=0,0129
19 y19=0,0002
39 y39=0,0131
59 y59=0,0131
79 y79=0,013
99 y99=0,0129
20 y20=0,0002
40 y40=0,0131
60 y60=0,0131
80 y80=0,013
100 y100=0,0129
Universitas Sumatera Utara
Output 2 Tabel 19. Nilai y1 – y100 Output 2
Indeks Data Ke -
Nilai y1 - y100 Indeks
Data Ke - Nilai y1 - y100
Indeks Data Ke -
Nilai y1 - y100 Indeks
Data Ke - Nilai y1 -
y100 Indeks
Data Ke - Nilai y1 - y100
1 y1=0,0178
21 y21=0,7364
41 y41=0,0012
61 y61=0,0181
81 y81=0,018
2 y2=0,5176
22 y22=0,7266
42 y42=0,0012
62 y62=0,0181
82 y82=0,0179
3 y3=0,4525
23 y23=0,7106
43 y43=0,0012
63 y63=0,0181
83 y83=0,0179
4 y4=0,4092
24 y24=0,6879
44 y44=0,0012
64 y64=0,0181
84 y84=0,0179
5 y5=0,3837
25 y25=0,6578
45 y45=0,0012
65 y65=0,0181
85 y85=0,0179
6 y6=0,3721
26 y26=0,6196
46 y46=0,0012
66 y66=0,0181
86 y86=0,0179
7 y7=0,3714
27 y27=0,5744
47 y47=0,0012
67 y67=0,0181
87 y87=0,0179
8 y8=0,3798
28 y28=0,1696
48 y48=0,0012
68 y68=0,018
88 y88=0,0179
9 y9=0,3967
29 y29=0,007
49 y49=0,0012
69 y69=0,018
89 y89=0,0179
10 y10=0,4213
30 y30=0,0015
50 y50=0,0012
70 y70=0,018
90 y90=0,0179
11 y11=0,4531
31 y31=0,0015
51 y51=0,0011
71 y71=0,018
91 y91=0,0179
12 y12=0,4912
32 y32=0,0012
52 y52=0,001
72 y72=0,018
92 y92=0,0179
13 y13=0,5341
33 y33=0,0012
53 y53=0,0008
73 y73=0,018
93 y93=0,0179
14 y14=0,58
34 y34=0,0012
54 y54=0,0003
74 y74=0,018
94 y94=0,0179
15 y15=0,6266
35 y35=0,0012
55 y55=0,0001
75 y75=0,018
95 y95=0,0179
16 y16=0,6719
36 y36=0,0012
56 y56=0,0001
76 y76=0,018
96 y96=0,0178
17 y17=0,7068
37 y37=0,0012
57 y57=0,0001
77 y77=0,018
97 y97=0,0178
18 y18=0,7271
38 y38=0,0012
58 y58=0,0001
78 y78=0,018
98 y98=0,0178
19 y19=0,7374
39 y39=0,0012
59 y59=0,0181
79 y79=0,018
99 y99=0,0178
20 y20=0,7401
40 y40=0,0012
60 y60=0,0181
80 y80=0,018
100 y100=0,0178
Universitas Sumatera Utara
Output 3 Tabel 20. Nilai y1 – y100 Output 3
Indeks Data Ke -
Nilai y1 - y100 Indeks
Data Ke - Nilai y1 - y100
Indeks Data Ke -
Nilai y1 - y100 Indeks Data
Ke - Nilai y1 -
y100 Indeks
Data Ke - Nilai y1 - y100
1 y1=0,0997
21 y21=0,0893
41 y41=0,3283
61 y61=0,1131
81 y81=0,0786
2 y2=0,0985
22 y22=0,0919
42 y42=0,3081
62 y62=0,1103
82 y82=0,1319
3 y3=0,0974
23 y23=0,0954
43 y43=0,2828
63 y63=0,1077
83 y83=0,1294
4 y4=0,0964
24 y24=0,0998
44 y44=0,2547
64 y64=0,1052
84 y84=0,1271
5 y5=0,0953
25 y25=0,1053
45 y45=0,2324
65 y65=0,1029
85 y85=0,1249
6 y6=0,0943
26 y26=0,1122
46 y46=0,2144
66 y66=0,1007
86 y86=0,1228
7 y7=0,0933
27 y27=0,1208
47 y47=0,1996
67 y67=0,0986
87 y87=0,1207
8 y8=0,0924
28 y28=0,0774
48 y48=0,1872
68 y68=0,0967
88 y88=0,1188
9 y9=0,0914
29 y29=0,0876
49 y49=0,1766
69 y69=0,0949
89 y89=0,117
10 y10=0,0905
30 y30=0,1014
50 y50=0,1674
70 y70=0,0931
90 y90=0,1152
11 y11=0,0897
31 y31=0,1208
51 y51=0,1594
71 y71=0,0915
91 y91=0,1135
12 y12=0,0888
32 y32=0,1466
52 y52=0,1524
72 y72=0,0899
92 y92=0,1119
13 y13=0,088
33 y33=0,1777
53 y53=0,1461
73 y73=0,0884
93 y93=0,1103
14 y14=0,0872
34 y34=0,2133
54 y54=0,1405
74 y74=0,087
94 y94=0,1088
15 y15=0,0864
35 y35=0,2512
55 y55=0,1355
75 y75=0,0857
95 y95=0,1074
16 y16=0,0856
36 y36=0,2871
56 y56=0,1309
76 y76=0,0843
96 y96=0,106
17 y17=0,0852
37 y37=0,3165
57 y57=0,1267
77 y77=0,0831
97 y97=0,1046
18 y18=0,0853
38 y38=0,3359
58 y58=0,1229
78 y78=0,0819
98 y98=0,1033
19 y19=0,086
39 y39=0,3439
59 y59=0,1194
79 y79=0,0808
99 y99=0,102
20 y20=0,0873
40 y40=0,3409
60 y60=0,1161
80 y80=0,0796
100 y100=0,1008
Universitas Sumatera Utara
Output 4 Tabel 21. Nilai y1 – y100 Output 4
Indeks Data Ke -
Nilai y1 - y100 Indeks
Data Ke - Nilai y1 - y100
Indeks Data Ke -
Nilai y1 - y100 Indeks Data
Ke - Nilai y1 -
y100 Indeks
Data Ke - Nilai y1 - y100
1 y1=0,1696
21 y21=0,1167
41 y41=0,1447
61 y61=0,0124
81 y81=0,0123
2 y2=0,1654
22 y22=0,1152
42 y42=0,1589
62 y62=0,0124
82 y82=0,0123
3 y3=0,1614
23 y23=0,1136
43 y43=0,1771
63 y63=0,0124
83 y83=0,0123
4 y4=0,1576
24 y24=0,1122
44 y44=0,2006
64 y64=0,0124
84 y84=0,0123
5 y5=0,1541
25 y25=0,1108
45 y45=0,2227
65 y65=0,0124
85 y85=0,0123
6 y6=0,1508
26 y26=0,1094
46 y46=0,2412
66 y66=0,0124
86 y86=0,0123
7 y7=0,1476
27 y27=0,1081
47 y47=0,2541
67 y67=0,0124
87 y87=0,0123
8 y8=0,1447
28 y28=0,1068
48 y48=0,2602
68 y68=0,0124
88 y88=0,0123
9 y9=0,1419
29 y29=0,1056
49 y49=0,2588
69 y69=0,0124
89 y89=0,0123
10 y10=0,1392
30 y30=0,1044
50 y50=0,2503
70 y70=0,0124
90 y90=0,0123
11 y11=0,1366
31 y31=0,1032
51 y51=0,2392
71 y71=0,0124
91 y91=0,0123
12 y12=0,1342
32 y32=0,1025
52 y52=0,2292
72 y72=0,0124
92 y92=0,0123
13 y13=0,1319
33 y33=0,1027
53 y53=0,2202
73 y73=0,0124
93 y93=0,0123
14 y14=0,1297
34 y34=0,1038
54 y54=0,212
74 y74=0,0124
94 y94=0,0123
15 y15=0,1276
35 y35=0,1057
55 y55=0,2045
75 y75=0,0124
95 y95=0,0123
16 y16=0,1256
36 y36=0,1087
56 y56=0,1977
76 y76=0,0123
96 y96=0,0123
17 y17=0,1237
37 y37=0,1127
57 y57=0,1914
77 y77=0,0123
97 y97=0,0123
18 y18=0,1219
38 y38=0,118
58 y58=0,1856
78 y78=0,0123
98 y98=0,0123
19 y19=0,1201
39 y39=0,1249
59 y59=0,1802
79 y79=0,0123
99 y99=0,0123
20 y20=0,1184
40 y40=0,1336
60 y60=0,0124
80 y80=0,0123
100 y100=0,1742
Universitas Sumatera Utara
Output 5 Tabel 22. Nilai y1 – y100 Output 5
Indeks Data Ke -
Nilai y1 - y100 Indeks
Data Ke - Nilai y1 - y100
Indeks Data Ke -
Nilai y1 - y100 Indeks
Data Ke - Nilai y1 -
y100 Indeks
Data Ke - Nilai y1 - y100
1 y1=0,8475
21 y21=0,2528
41 y41=0,14
61 y61=0,5986
81 y81=0,8356
2 y2=0,8283
22 y22=0,2414
42 y42=0,1374
62 y62=0,6281
82 y82=0,8395
3 y3=0,8057
23 y23=0,2311
43 y43=0,1349
63 y63=0,6538
83 y83=0,8432
4 y4=0,779
24 y24=0,2218
44 y44=0,1326
64 y64=0,6763
84 y84=0,9865
5 y5=0,7478
25 y25=0,2134
45 y45=0,1329
65 y65=0,696
85 y85=0,9865
6 y6=0,712
26 y26=0,2058
46 y46=0,136
66 y66=0,7132
86 y86=0,9865
7 y7=0,672
27 y27=0,1988
47 y47=0,1419
67 y67=0,7284
87 y87=0,9865
8 y8=0,6286
28 y28=0,1924
48 y48=0,1511
68 y68=0,7419
88 y88=0,9865
9 y9=0,5835
29 y29=0,1864
49 y49=0,1647
69 y69=0,7539
89 y89=0,9865
10 y10=0,5386
30 y30=0,181
50 y50=0,1841
70 y70=0,7646
90 y90=0,9865
11 y11=0,4956
31 y31=0,1759
51 y51=0,209
71 y71=0,7743
91 y91=0,9865
12 y12=0,4558
32 y32=0,1712
52 y52=0,2382
72 y72=0,7831
92 y92=0,9865
13 y13=0,4199
33 y33=0,1668
53 y53=0,272
73 y73=0,791
93 y93=0,9865
14 y14=0,3882
34 y34=0,1627
54 y54=0,3103
74 y74=0,7983
94 y94=0,9865
15 y15=0,3604
35 y35=0,1588
55 y55=0,3523
75 y75=0,8049
95 y95=0,9865
16 y16=0,3361
36 y36=0,1552
56 y56=0,3969
76 y76=0,811
96 y96=0,9865
17 y17=0,3149
37 y37=0,1518
57 y57=0,4422
77 y77=0,8167
97 y97=0,9865
18 y18=0,2964
38 y38=0,1486
58 y58=0,4862
78 y78=0,8219
98 y98=0,9866
19 y19=0,28
39 y39=0,1456
59 y59=0,5275
79 y79=0,8268
99 y99=0,9866
20 y20=0,2656
40 y40=0,1427
60 y60=0,5652
80 y80=0,8313
100 y100=0,9866
Universitas Sumatera Utara
Universitas Sumatera Utara
c. Bobot Terbaik Hasil Pelatihan Tabel 23. Bobot Terbaik Hasil Pelatihan Pada Epoch ke 100