h h h h h h

Tabel 3.4 Perhitungan forward propagation nilai hidden layer z i x i h v

i,h

x i .v

i,h

z_in h z h 1 1 1 5.31E-03 0.00E+00 -1.33E-02 -6.75E-03 1 2 1 -5.44E-03 0.00E+00 1 3 1 1 -1.26E-02 -1.26E-02 1 4 1 5.40E-03 0.00E+00 1 5 1 9.37E-03 0.00E+00 1 6 1 1.19E-02 0.00E+00 1 7 1 1.16E-02 0.00E+00 1 8 1 6.90E-03 0.00E+00 1 9 1 1 -8.09E-04 -8.09E-04 1 10 1 3.82E-03 0.00E+00 1 11 1 8.52E-03 0.00E+00 1 12 1 1 1.26E-02 1.26E-02 1 13 1 5.04E-03 0.00E+00 2 1 1 8.75E-04 0.00E+00 2 2 1 4.55E-03 0.00E+00 2 3 1 1 -1.03E-02 -1.03E-02 2 4 1 -5.57E-03 0.00E+00 2 5 1 -3.05E-03 0.00E+00 2 6 1 1.24E-02 0.00E+00 2 7 1 -8.77E-03 0.00E+00 2 8 1 -2.32E-03 0.00E+00 2 9 1 -4.49E-03 0.00E+00 2 10 1 -8.11E-03 0.00E+00 2 11 1 1 -1.09E-03 -1.09E-03 2 12 1 7.37E-03 0.00E+00 2 13 1 1 1.08E-02 1.08E-02 3 1 1 -1.85E-03 0.00E+00 3 2 1 1 5.03E-03 5.03E-03 3 3 1 -1.23E-02 0.00E+00 3 4 1 1 -1.80E-03 -1.80E-03 3 5 1 1 3.55E-04 3.55E-04 3 6 1 -2.46E-03 0.00E+00 3 7 1 1 -6.62E-03 -6.62E-03 3 8 1 -2.83E-03 0.00E+00 3 9 1 1 -8.90E-03 -8.90E-03 3 10 1 3.33E-03 0.00E+00 3 11 1 1.13E-02 0.00E+00 3 12 1 -2.83E-03 0.00E+00 3 13 1 -1.04E-03 0.00E+00 1 1 2 8.64E-04 0.00E+00 4.18E-02 2.01E-02 1 2 2 -5.12E-03 0.00E+00 1 3 1 2 6.74E-03 6.74E-03 1 4 2 -1.17E-02 0.00E+00 1 5 2 7.51E-03 0.00E+00 1 6 2 9.60E-03 0.00E+00 1 7 2 -3.51E-03 0.00E+00 Tabel 3.4 Perhitungan forward propagation nilai hidden layer z lanjutan i x i h v

i,h

x i .v

i,h

z_in h z h 1 8 2 -1.15E-02 0.00E+00 4.18E-02 2.01E-02 1 9 1 2 -5.22E-03 -5.22E-03 1 10 2 -6.10E-03 0.00E+00 1 11 2 8.39E-03 0.00E+00 1 12 1 2 1.06E-02 1.06E-02 1 13 2 1.24E+00 0.00E+00 2 1 2 -1.02E-02 0.00E+00 2 2 2 -1.25E-02 0.00E+00 2 3 1 2 -1.03E-02 -1.03E-02 2 4 2 -1.17E-02 0.00E+00 2 5 2 -5.14E-03 0.00E+00 2 6 2 -2.55E-03 0.00E+00 2 7 2 -8.71E-03 0.00E+00 2 8 2 -2.25E-03 0.00E+00 2 9 2 3.44E-03 0.00E+00 2 10 2 2.15E-03 0.00E+00 2 11 1 2 1.05E-02 1.05E-02 2 12 2 -3.13E-03 0.00E+00 2 13 1 2 3.40E-03 3.40E-03 3 1 2 -1.04E-02 0.00E+00 3 2 1 2 1.07E-02 1.07E-02 3 3 2 1.12E-03 0.00E+00 3 4 1 2 4.60E-03 4.60E-03 3 5 1 2 -9.57E-04 -9.57E-04 3 6 2 -5.95E-03 0.00E+00 3 7 1 2 1.24E-02 1.24E-02 3 8 2 -3.49E-03 0.00E+00 3 9 1 2 -6.60E-04 -6.60E-04 3 10 2 1.09E-03 0.00E+00 3 11 2 3.99E-03 0.00E+00 3 12 2 -1.01E-02 0.00E+00 3 13 2 6.56E-03 0.00E+00 1 1 3 2.05E-03 0.00E+00 -3.59E-03 -1.80E-03 1 2 3 7.10E-03 0.00E+00 1 3 1 3 8.13E-03 8.13E-03 1 4 3 -2.22E-03 0.00E+00 1 5 3 -3.27E-03 0.00E+00 1 6 3 -1.15E-02 0.00E+00 1 7 3 6.43E-04 0.00E+00 1 8 3 2.39E-03 0.00E+00 1 9 1 3 3.17E-03 3.17E-03 1 10 3 -5.70E-03 0.00E+00 1 11 3 2.30E-03 0.00E+00 1 12 1 3 -7.06E-03 -7.06E-03 1 13 3 -6.62E-03 0.00E+00 2 1 3 1.29E-02 0.00E+00 Tabel 3.4 Perhitungan forward propagation nilai hidden layer z lanjutan i x i h v

i,h

x i .v

i,h

z_in h z h 2 2 3 1.94E-03 0.00E+00 -3.59E-03 -1.80E-03 2 3 1 3 7.72E-03 7.72E-03 2 4 3 -5.28E-03 0.00E+00 2 5 3 1.16E-02 0.00E+00 2 6 3 -5.73E-03 0.00E+00 2 7 3 3.79E-03 0.00E+00 2 8 3 5.50E-03 0.00E+00 2 9 3 -7.56E-03 0.00E+00 2 10 3 -1.08E-02 0.00E+00 2 11 1 3 -6.17E-03 -6.17E-03 2 12 3 -5.44E-03 0.00E+00 2 13 1 3 3.30E-03 3.30E-03 3 1 3 1.58E-03 0.00E+00 3 2 1 3 8.65E-03 8.65E-03 3 3 3 1.08E-02 0.00E+00 3 4 1 3 6.34E-05 6.34E-05 3 5 1 3 -3.79E-03 -3.79E-03 3 6 3 -1.15E-02 0.00E+00 3 7 1 3 -1.13E-02 -1.13E-02 3 8 3 -2.61E-04 0.00E+00 3 9 1 3 -6.27E-03 -6.27E-03 3 10 3 -8.88E-03 0.00E+00 3 11 3 1.57E-04 0.00E+00 3 12 3 7.34E-03 0.00E+00 3 13 3 2.48E-03 0.00E+00 y_in 1 = 1.w 0,1 + z 1,1 w 1,1 + z 2,1 w 2,1 + z 3,1 w 3,1 = -1 . -0.426046669483185 + - 0.00675333529307017 . -0.394547343254089 + 0.0200517714084377 . - 0.168305575847626 + -0.00180394847651682 . -0.371750116348267 = -0.42609 y 1 = fy_in 1 dimana fungsi aktivasi dari y adalah fungsi linier, jadi y 1 = -0.42609 Demikian seterusnya sampai y 13 sebagaimana pada tabel 3.5 Tabel 3.5 Perhitungan forward propagation nilai output layer y