z_in ( ) dan mengaplikasikan fungsi aktivasi untuk menghitung sinyal output ( ) Propagasi balik:

(1)

LAMPIRAN

(2)

Lampiran 1 Algoritma jaringan syaraf tiruan propagasi balik Langkah 0 Inisialisasi bobot

Langkah 1 Selama kondisi berhenti bernilai salah, lakukan langkah 2-9.

Langkah 2 Untuk setiap pasangan pelatihan, lakukan langkah 3-8.

Feedforward:

Langkah 3 Setiap unit input (X

i

, i =1,..., n) menerima sinyal input x

i

dan menyebarkan sinyal tersebut ke semua unit lapisan atas (unit tersembunyi).

Langkah 4 Setiap unit tersembunyi (Z

j

, j = 1,...,p) menjumlahkan bobot sinyal input

∑

=

+

=

ⁿ

i ij i

oj

x v

v

1

j

,

z_in

dan mengaplikasikan fungsi aktivasi untuk menghitung sinyal output

(

j

)

j

f z in

z = _

kemudian mengirim sinyal tersebut ke semua unit pada lapisan atas (unit output).

Langkah 5 Setiap unit output (Y

k

, k = 1,..., m) menjumlahkan bobot sinyal input

∑

=

+

=

^p

j jk j ok

k

w z w

in y

1

_

dan mengaplikasikan fungsi aktivasi untuk menghitung sinyal output

(

_k

)

k

f y in

y = _

Propagasi balik:

Langkah 6 Setiap unit output (Y

k

, k = 1,..., m) menerima sebuah pola yang bersesuaian dengan pola input pelatihan, kemudian menghitung informasi kesalahan

(

_k _k

) (

_k

)

k

= t − y f ' y _ in

δ

kemudian menghitung koreksi bobot (digunakan untuk memperbaiki bobot w

jk

)

j k

jk

z

w = αδ

Δ

Dan akhirnya menghitung koreksi bias (digunakan untuk memperbaiki w

0j

)

k

w

k

= αδ Δ

₀

Kemudian mengirimkan δ ke unit lapisan bawah

_k

Langkah 7 Setiap lapisan tersembunyi (Z

j

, j = 1,...,p) menjumlahkan input delta (dari unit lapisan atas)

∑

=

_k _jk

j

w

in δ

δ _

kalikan nilai di atas dengan turunan fungsi aktivasi untuk menghitung informasi kesalahan

(

j

)

j

δ _ in f

^'

z _ in

δ =

kemudian hitung koreksi bobot (digunakan untuk memperbaiki v

ij

)

i j

ij

x

v = αδ Δ

dan hitung koreksi bias (digunakan untuk memperbaiki v

oj

)

j

v

j

= αδ

Δ

₀

(3)

Lanjutan

Perbaiki bobot dan bias:

Langkah 8 Setiap unit output (Y

k

, k = 1,..., m) memperbaiki bias dan bobot (j = 0,..., p)

jk old jk new

jk

w w

w

₍ ₎

=

₍ ₎

+ Δ

Setiap unit tersembunyi (Z

j

, j = 1,...,p) memperbaiki bias dan bobot (i = 0,..., n)

ij old ij new

ij

v v

v

₍ ₎

=

₍ ₎

+ Δ Langkah 9 Tes kondisi berhenti

Keterangan simbol-simbol yang digunakan pada algoritma JST propagasi balik adalah sebagai berikut:

x Input vektor pelatihan x = (x

1

, ... x

i

, ... x

n

) t Output vektor target

t = (t

1

, ... t

k

, ... t

m

)

δ Informasi kesalahan unit Y

k j

yang disebarkan kembali ke unit tersembunyi.

δ Informasi kesalahan dari lapisan output ke unit tersembunyi Z

j ^k

.

α Laju pembelajaran (learning rate).

X

i

Unit input i, untuk sebuah unit input, sinyal input dan sinyal output adalah sama, yaitu X

i.

V

0j

Bias pada unit tersembunyi k.

Z

j

Unit tersembunyi j, input jaringan ke Z

j

disimbolkan dengan z_in

j

∑

+

= v

_oj

x

_i

v

_ij

z_in

j

Sinyal output (aktivasi) pada Z

k

disimbolkan dengan z

k

(

_j

)

j

f z in

z = _

W

ok

Bias pada unit output k.

Y

k

Unit output k, input jaringan ke Y

k

disimbolkan dengan y_in

k

∑

+

=

_ok _j _jk

k

w z w

in y _

Sinyal output (aktivasi) pada Y

k

disimbolkan dengan y

k

(

_k

)

k

f y in

y = _

(4)

Lampiran 2 Citra sidik perinium untuk data pelatihan 1 Meloidogyne arenaria

2 M. Hapla

3 M. javanica

4 M. incognita

(5)

Lampiran 3 Citra sidik perinium untuk data pengujian 1 Meloidogyne arenaria

2 M. Hapla

3 M. javanica

4 M. incognita

(6)

Lampiran 4 Tabel nilai akurasi toleransi kesalahan 0.1

Hidden

Neuron Spesifikasi Ulangan ke- Dikenal TakDikenal Epoch Waktu Akurasi

10

Fungsi pelatihan

traingdx Level

1

1 3 5 1589 67.407 37.5 2 2 6 2335 107.938 25 3 2 6 4000 180.687 25 4 2 6 545 27.3130 25 5 4 4 161 7.375 50

Level

2

1 3 5 1242 16.5620 37.5 2 5 3 344 4.3280 62.5 3 2 6 3136 53.094 25 4 2 6 505 6.4370 25 5 2 6 2345 36.0 25

Level

3

1 2 6 4000 28.266 25 2 3 5 4000 21.8280 37.5 3 2 6 1086 7.7970 25 4 2 6 1146 8.6090 25 5 2 6 3496 25.875 25 Fungsi

pelatihan traingd Level

1

1 3 5 4000 171.781 37.5 2 2 6 4000 177.375 25 3 2 6 4000 172.328 25 4 4 4 4000 168.594 50 5 1 7 4000 180.0 12.5

Level

2

1 3 5 4000 48.406 37.5 2 2 6 4000 48.766 25 3 2 6 4000 50.14 25 4 3 5 4000 54.4220 37.5 5 0 8 4000 58.218 0

Level

3

1 2 6 4000 23.391 25 2 2 6 4000 20.719 25 3 2 6 4000 19.5310 25 4 2 6 4000 18.75 25 5 4 4 4000 18.6570 50

20

Fungsi pelatihan

traingdx Level

1

1 1 7 58 5.4370 12.5 2 4 4 54 1.5 50 3 2 6 4000 364.172 25 4 3 5 181 15.5470 37.5 5 2 6 4000 337.469 25

Level

2

1 2 6 1895 45.11 25 2 2 6 1895 42.922 25 3 0 8 36 0.860 0 4 2 6 603 13.375 25 5 4 4 491 9.9690 50

Level

3

1 2 6 925 8.0630 12.5 2 1 7 1594 13.64 12.5 3 1 7 4000 35.0930 12.5 4 2 6 639 5.2030 25 5 2 6 1726 14.375 25 Fungsi

1

1 3 5 336 28.266 37.5 2 2 6 4000 345.156 25 3 4 4 2005 174.047 50 4 2 6 1504 126.156 25 5 2 6 4000 336.719 25

Level

2

1 2 6 4000 95.969 25 2 6 2 2314 50.969 75 3 2 6 4000 92.734 25 4 3 5 4000 93.344 37.5 5 4 4 1420 32.9370 50

Level

3

1 3 5 4000 28.5470 37.5 2 1 7 4000 26.7030 12.5 3 3 5 4000 26.984 37.5 4 4 4 1547 10.7500 50 5 1 7 4000 26.984 12.5

(7)

Lanjutan

Hidden

30

Fungsi pelatihan

traingdx Level

1

1 2 6 4000 495.765 25 2 2 6 4000 508.156 25 3 4 4 881 105.969 50 4 1 7 253 31.8440 12.5 5 2 6 4000 500.234 25

Level

2

1 2 6 506 17.0 25 2 4 4 955 30.1400 50 3 2 6 243 8.312 25 4 5 3 711 23.015 62.5 5 2 6 1054 32.937 25

Level

3

1 2 6 4000 40.515 25 2 2 6 4000 40.64 25 3 2 6 1423 14.8120 25 4 2 6 638 6.5630 25 5 2 6 4000 43.2660 25 Fungsi

1

1 4 4 566 71.3590 50 2 4 4 830 104.86 50 3 4 4 173 22.1720 50 4 4 4 525 64.156 50 5 5 3 209 26.8600 62.5

Level

2

1 4 4 1116 34.6560 50 2 3 5 719 23.765 37.5 3 3 5 416 13.375 37.5 4 4 4 1342 42.11 50 5 3 5 640 19.281 37.5

Level

3

1 3 5 2358 20.735 37.5 2 3 5 1504 12.3120 37.5 3 4 4 833 6.906 50 4 6 2 455 4.0470 75 5 3 5 751 6.5630 37.5

40

Fungsi pelatihan

traingdx Level

1

1 4 4 181 32.453 50 2 4 4 141 25.3910 50 3 2 6 900 157.406 25 4 3 5 449 72.891 37.5 5 3 5 44 7.2660 37.5

Level

2

1 4 4 1111 45.0940 50 2 2 6 4000 171.953 25 3 3 5 4000 174.610 37.5 4 2 6 1033 44.594 25 5 4 4 103 4.0310 50

Level

3

1 2 6 2854 35.5310 12.5 2 1 7 653 7.6870 12.5 3 4 4 757 9.0470 50 4 3 5 4000 46.938 37.5 5 2 6 322 4.2660 25 Fungsi

1

1 4 4 377 62.953 50 2 4 4 145 24.8280 50 3 3 5 130 21.5940 37.5 4 3 5 135 22.375 37.5 5 2 6 279 45.656 25

Level

2

1 2 6 489 19.7030 25 2 1 7 456 18.75 12.5 3 4 4 255 10.5470 50 4 3 5 423 18.4060 37.5 5 3 5 4000 170.031 37.5

Level

3

1 4 4 605 6.7030 50 2 3 5 765 8.39 37.5 3 2 6 777 9.9060 25 4 1 7 829 9.593 12.5 5 4 4 1168 14.625 50

(8)

Lanjutan

Hidden

50

Fungsi pelatihan

traingdx Level

1

1 4 4 181 39.125 50 2 3 5 32 7.2810 37.5 3 4 4 648 132.75 50 4 2 6 199 42.656 25 5 4 4 329 69.5 50

Level

2

1 3 5 339 17.9530 37.5 2 4 4 299 15.8280 50 3 4 4 442 23.406 50 4 5 3 70 4.3440 62.5 5 2 6 1008 55.359 25

Level

3

1 2 6 312 4.6090 25 2 4 4 55 0.7970 50 3 4 4 135 2.1400 50 4 2 6 174 2.4690 25 5 1 7 4000 57.781 12.5 Fungsi

1

1 6 2 2665 552.046 75 2 3 5 882 182.454 37.5 3 4 4 202 41.719 50 4 1 7 167 35.485 12.5 5 4 4 1649 344.797 50

Level

2

1 2 5 271 16.2030 25 2 4 4 1122 64.781 50 3 4 4 378 21.359 50 4 4 4 3871 198.656 50 5 3 5 216 10.578 37.5

Level

3

1 3 5 588 8.2810 37.5 2 1 7 1348 19.5310 12.5 3 5 3 934 12.9840 62.5 4 3 5 923 13.515 37.5 5 1 7 2497 36.7190 12.5

60

Fungsi pelatihan

traingdx Level

1

1 2 6 460 108.203 25 2 2 6 45 11.4060 25 3 4 4 129 30.6250 50 4 3 5 4000 991.891 37.5 5 4 4 302 82.438 50

Level

2

1 4 4 245 15.1560 50 2 2 6 1111 71.907 25 3 5 3 523 32.5940 62.5 4 1 7 773 50.328 12.5 5 5 3 555 37.0940 62.5

Level

3

1 1 7 474 7.8910 12.5 2 4 4 272 4.3900 50 3 2 6 4000 69.375 25 4 2 6 673 11.343 25 5 3 5 444 7.9540 37.5 Fungsi

1

1 4 4 468 114.422 50 2 4 4 70 17.5 50 3 3 5 92 23.781 37.5 4 2 6 137 34.046 25 5 4 4 496 116.9070 50

Level

2

1 4 4 322 20.187 50 2 3 5 692 45.094 37.5 3 3 5 215 14.3130 37.5 4 3 5 2247 138.625 37.5 5 2 6 322 20.219 25

Level

3

1 1 7 4000 67.297 12.5 2 5 3 201 3.5310 62.5 3 1 7 470 7.5 12.5 4 2 6 526 8.8590 25 5 3 5 336 6.0160 37.5

(9)

Lanjutan

Hidden

Neuron Spesifikasi Ulangan ke- Dikenal TakDikenal Epoch Waktu Akurasi

70

Fungsi pelatihan

traingdx Level

1

1 4 4 206 66.422 50 2 1 7 15 5.3900 12.5 3 2 6 456 146.203 25 4 4 4 1746 550.703 50 5 3 5 2809 794.687 37.5

Level

2

1 4 4 724 53.312 50 2 4 4 693 48.547 50 3 2 6 485 32.563 25 4 3 5 40 3.297 37.5 5 2 6 127 9.6880 25

Level

3

1 4 4 470 10.14 50 2 3 5 840 18.3910 37.5 3 2 6 4000 80.937 25 4 2 6 2349 51.515 25 5 4 4 51 1.109 50 Fungsi

1

1 4 4 390 110.562 50 2 2 6 213 59.687 25 3 4 4 65 19.109 50 4 4 4 430 127.266 50 5 4 4 522 155.266 50

Level

2

1 3 5 4000 284.078 37.5 2 3 5 131 10.079 37.5 3 2 6 124 9.218 25 4 4 4 4000 296.937 50 5 4 4 4000 301.922 50

Level

3

1 2 6 456 8.672 25 2 2 6 242 4.8120 25 3 2 6 199 4.3280 25 4 4 4 232 4.453 50 5 3 5 324 6.0470 37.5

80

Fungsi pelatihan

traingdx Level

1

1 3 5 276 86.015 37.5 2 2 6 4000 1354.906 25 3 3 5 2276 881.828 37.5 4 3 5 22 7.1410 37.5 5 5 3 206 74.656 62.5

Level

2

1 4 4 126 11.5780 50 2 3 5 370 31.531 37.5 3 2 6 4000 338.719 25 4 4 4 458 37.875 50 5 4 4 33 3.0310 50

Level

3

1 5 3 2936 65.766 62.5 2 3 5 95 2.5470 37.5 3 1 7 66 1.8280 12.5 4 2 6 490 11.6720 25 5 0 8 4000 98.531 0 Fungsi

1

1 4 4 100 33.219 50 2 5 3 91 31.4530 62.5 3 2 6 260 87.843 25 4 2 6 128 0.8120 25 5 2 6 67 23.14 25

Level

2

1 3 5 151 12.8120 37.5 2 4 4 118 10.954 50 3 4 4 185 15.468 50 4 3 5 337 29.297 37.5 5 1 7 1310 112.906 12.5

Level

3

1 2 6 189 4.0470 25 2 1 7 351 7.25 12.5 3 2 6 169 3.8900 25 4 3 5 4000 81.531 37.5 5 4 4 191 5.0310 50

(10)

Lanjutan

Hidden

90

Fungsi pelatihan

traingdx Level

1

1 2 6 514 212.594 25 2 2 6 340 139.218 25 3 2 6 56 23.7970 25 4 3 5 116 45.906 37.5 5 5 3 304 123.0 62.5

Level

2

1 2 6 163 16.204 25 2 1 7 26 2.1410 12.5 3 3 5 88 8.125 37.5 4 4 4 352 30.2030 50 5 5 3 173 15.5780 62.5

Level

3

1 1 7 75 1.7810 12.5 2 4 4 633 16.046 50 3 6 2 452 11.0160 75 4 1 7 883 22.969 12.5 5 5 3 138 3.8440 62.5 Fungsi

1

1 2 6 3767 1392.828 25 2 1 7 2121 770.156 12.5 3 2 6 201 79.922 25 4 3 5 437 174.906 37.5 5 2 6 111 43.985 25

Level

2

1 4 4 1058 100.5160 50 2 3 5 1047 14.25 37.5 3 3 5 140 14.3120 37.5 4 2 6 4000 388.453 25 5 5 3 321 31.1880 62.5

Level

3

1 5 3 172 4.2810 62.5 2 4 4 449 10.75 50 3 2 6 267 6.3120 25 4 1 7 2054 49.39 12.5 5 3 5 188 4.8910 37.5

100

Fungsi pelatihan

traingdx Level

1

1 3 5 478 211.422 37.5 2 3 5 29 14.157 37.5 3 4 4 90 44.8440 50 4 2 6 148 71.7340 25 5 4 4 657 302.203 50

Level

2

1 4 4 370 36.188 50 2 2 6 128 12.359 25 3 2 6 1727 168.782 25 4 3 5 1364 133.766 37.5 5 4 4 408 41.328 50

Level

3

1 2 6 361 10.8440 25 2 2 6 366 10.4840 25 3 1 7 29 0.8130 12.5 4 1 7 638 17.6090 12.5 5 4 4 54 1.5 50 Fungsi

1

1 3 5 98 43.141 37.5 2 1 7 69 29.375 12.5 3 3 5 62 28.6870 37.5 4 2 6 68 31.125 25 5 4 4 153 68.047 50

Level

2

1 3 5 2882 296.016 37.5 2 4 4 289 30.4220 50 3 3 5 1922 204.469 37.5 4 3 5 4000 420.25 37.5 5 3 5 199 20.469 37.5

Level

3

1 2 6 216 5.8600 25 2 3 5 161 4.3440 37.5 3 4 4 2398 61.719 50 4 3 5 2368 63.969 37.5 5 4 4 4000 105.219 50

(11)

Lampiran 5 Tabel nilai akurasi toleransi kesalahan 0.01

Hidden

10

Fungsi pelatihan

traingdx Level

1

1 1 7 4000 195.703 12.5 2 4 4 4000 183.593 50 3 2 6 4000 270.875 25 4 3 5 4000 261.5 37.5 5 2 6 909 48.562 25

Level

2

1 2 6 4000 53.0780 25 2 3 5 153 2.6090 37.5 3 4 4 4000 52.922 50 4 2 6 2193 27.7810 25 5 1 7 4000 52.687 12.5

Level

3

1 2 6 744 5.2810 25 2 2 6 1622 13.36 25 3 2 6 2699 18.032 25 4 2 6 817 5.0930 25 5 3 5 4000 28.1870 37.5 Fungsi

1

1 2 6 4000 181.485 25 2 1 7 4000 179.422 12.5 3 3 5 4000 181.375 37.5 4 5 3 4000 170.062 62.5 5 1 7 4000 184.75 12.5

Level

2

1 2 6 4000 58.094 25 2 2 6 4000 182.906 25 3 5 3 4000 177.375 62.5 4 1 7 4000 178.172 12.5 5 2 6 4000 183.094 25

Level

3

1 2 6 4000 21.625 25 2 2 6 4000 19.9530 25 3 2 6 4000 20.8280 25 4 2 6 4000 23.219 25 5 2 6 4000 19.6410 25

20

Fungsi pelatihan

traingdx Level

1

1 4 4 959 84.015 50 2 2 6 4000 390.859 25 3 2 6 4000 347.813 25 4 2 6 222 20.89 25 5 5 3 78 6.5160 62.5

Level

2

1 2 6 2435 59.0 25 2 4 4 4000 90.297 50 3 2 6 305 6.8120 25 4 2 6 4000 94.703 25 5 4 4 4000 97.813 50

Level

3

1 1 7 4000 33.672 12.5 2 4 4 1723 14.0 50 3 2 6 587 4.7350 25 4 4 4 4000 34.719 50 5 2 6 770 6.7350 25 Fungsi

1

1 6 2 4000 337.234 75 2 3 5 3397 294.187 37.5 3 4 4 1190 103.313 50 4 3 5 4000 349.969 37.5 5 3 5 1578 133.172 37.5

Level

2

1 2 6 4000 92.563 25 2 3 5 4000 92.64 37.5 3 2 6 4000 91.25 25 4 4 4 4000 92.312 50 5 3 5 4000 94.6710 37.5

Level

3

1 4 4 4000 29.25 50 2 3 5 4000 29.312 37.5 3 3 5 4000 30.5940 37.5 4 5 3 4000 34.704 62.5 5 3 5 4000 30.39 37.5

(12)

Lanjutan

Hidden

30

Fungsi pelatihan

traingdx Level

1

1 5 3 1772 233.281 62.5 2 4 4 520 69.672 50 3 2 6 4000 527.391 25 4 5 3 953 125.14 62.5 5 5 3 4000 522.766 62.5

Level

2

1 2 6 891 35.328 25 2 2 6 719 24.5 25 3 5 3 1959 72.719 62.5 4 1 7 4000 137.515 12.5 5 2 6 4000 136.062 25

Level

3

1 4 4 4000 44.25 50 2 2 6 1481 16.3440 25 3 4 4 4000 43.0 50 4 4 4 4000 43.188 50 5 4 4 4000 42.734 50 Fungsi

1

1 5 3 2445 309.0 62.5 2 4 4 1768 226.14 50 3 2 6 4000 505.656 25 4 5 3 4000 505.672 62.5 5 3 5 4000 484.375 37.5

Level

2

1 5 3 4000 137.031 62.5 2 3 5 4000 131.969 37.5 3 5 3 4000 136.953 62.5 4 5 3 1232 43.235 62.5 5 5 3 4000 131.234 62.5

Level

3

1 3 5 4000 39.578 37.5 2 4 4 4000 38.6410 50 3 4 4 4000 41.579 50 4 1 7 4000 41.437 12.5 5 2 6 2316 24.407 25

40

Fungsi pelatihan

traingdx Level

1

1 4 4 226 39.812 50 2 3 5 4000 672.39 37.5 3 2 6 4000 715.672 25 4 4 4 4000 774.047 50 5 3 5 559 98.375 37.5

Level

2

1 2 6 800 40.312 25 2 4 4 4000 177.1570 50 3 4 4 1699 79.687 50 4 2 6 4000 176.547 25 5 4 4 2359 100.125 50

Level

3

1 3 5 4000 54.0 37.5 2 3 5 2868 35.8280 37.5 3 3 5 4000 51.188 37.5 4 4 4 4000 47.1090 50 5 2 6 4000 54.156 25 Fungsi

1

1 4 4 704 113.422 50 2 2 6 352 58.016 25 3 4 4 4000 657.36 50 4 6 2 1760 301.062 75 5 5 3 3660 622.36 62.5

Level

2

1 4 4 4000 172.0320 50 2 3 5 937 40.657 37.5 3 3 5 4000 172.313 37.5 4 5 3 1902 82.781 62.5 5 2 6 4000 172.828 25

Level

3

1 1 7 4000 47.296 12.5 2 4 4 4000 47.672 50 3 5 3 4000 48.4690 62.5 4 3 5 4000 51.016 37.5 5 3 5 4000 51.563 37.5

(13)

Lanjutan

Hidden

50

Fungsi pelatihan

traingdx Level

1

1 4 4 393 91.594 50 2 4 4 3346 721.75 50 3 3 5 606 131.797 37.5 4 5 3 79 17.296 62.5 5 4 4 824 177.25 50

Level

2

1 5 3 1608 86.156 62.5 2 3 5 352 18.062 37.5 3 2 6 4000 223.547 25 4 4 4 1810 101.484 50 5 5 3 4000 212.094 62.5

Level

3

1 3 5 2492 37.922 37.5 2 1 7 1658 24.7660 12.5 3 4 4 1166 18.406 50 4 3 5 4000 62.515 37.5 5 2 6 2085 32.937 25 Fungsi

1

1 6 2 431 92.063 75 2 2 6 4000 866.375 25 3 3 5 619 131.172 37.5 4 3 5 871 194.812 37.5 5 5 3 1407 309.39 62.5

Level

2

1 5 3 4000 195.578 62.5 2 2 6 4000 195.688 25 3 2 6 4000 197.906 25 4 5 3 4000 193.656 62.5 5 4 4 2276 107.093 50

Level

3

1 3 5 4000 58.593 37.5 2 4 4 4000 58.531 50 3 4 4 4000 57.2810 50 4 2 6 4000 59.5 25 5 2 6 2610 39.562 25

60

Fungsi pelatihan

traingdx Level

1

1 5 3 541 132.641 62.5 2 6 2 1816 445.266 75 3 4 4 1286 317.219 50 4 6 2 346 84.8120 75 5 3 5 1704 419.515 37.5

Level

2

1 5 3 1584 102.094 62.5 2 3 5 1530 96.4210 37.5 3 4 4 2013 130.312 50 4 4 4 4000 261.344 50 5 4 4 644 42.235 50

Level

3

1 4 4 777 13.0940 50 2 4 4 347 5.4060 50 3 1 7 2100 34.531 12.5 4 3 5 396 6.6100 37.5 5 1 7 1553 28.344 12.5 Fungsi

1

1 4 4 280 74.531 50 2 5 3 1738 455.016 62.5 3 4 4 530 139.922 50 4 3 5 489 131.36 37.5 5 5 3 2936 730.546 62.5

Level

2

1 2 6 4000 231.5930 25 2 4 4 1051 61.344 50 3 3 5 4000 249.625 37.5 4 4 4 1230 78.015 50 5 5 3 4000 248.766 62.5

Level

3

1 2 6 4000 66.422 25 2 4 4 4000 71.407 50 3 3 5 4000 66.703 37.5 4 2 6 679 11.7030 25 5 3 5 4000 66.734 37.5

(14)

Lanjutan

Hidden

70

Fungsi pelatihan

traingdx Level

1

1 5 3 2546 726.281 62.5 2 2 6 340 96.8590 25 3 5 3 597 175.672 62.5 4 4 4 890 260.391 50 5 3 5 3772 1269.64 37.5

Level

2

1 2 6 544 41.203 25 2 4 4 2940 221.266 50 3 2 6 3931 292.296 25 4 2 6 4000 299.312 25 5 3 5 1102 83.125 37.5

Level

3

1 4 4 3097 64.563 50 2 2 6 715 14.1720 25 3 1 7 1573 33.359 12.5 4 1 7 4000 85.875 12.5 5 3 5 4000 84.422 37.5 Fungsi

1

1 5 3 331 94.39 62.5 2 4 4 535 155.1410 50 3 3 5 1250 360.297 37.5 4 4 4 1966 561.75 50 5 1 7 4000 1168.765 12.5

Level

2

1 4 4 2502 183.5 50 2 3 5 4000 294.844 37.5 3 5 3 1953 146.437 62.5 4 5 3 751 55.812 62.5 5 3 5 4000 298.234 37.5

Level

3

1 3 5 4000 72.937 37.5 2 4 4 4000 75.782 50 3 2 6 2327 43.64 25 4 2 6 4000 78.0 25 5 1 7 4000 77.1090 12.5

80

Fungsi pelatihan

traingdx Level

1

1 5 3 144 56.672 62.5 2 4 4 1494 612.703 50 3 3 5 1522 529.329 37.5 4 3 5 911 312.172 37.5 5 4 4 180 60.36 50

Level

2

1 4 4 4000 352.828 50 2 4 4 1449 127.094 25 3 4 4 4000 340.875 50 4 3 5 367 31.6880 37.5 5 2 6 2920 261.641 25

Level

3

1 4 4 2105 49.922 50 2 4 4 4000 91.563 50 3 4 4 4000 93.282 50 4 4 4 403 8.829 50 5 4 4 483 11.7660 50 Fungsi

1

1 2 6 1836 608.86 25 2 4 4 455 153.453 50 3 3 5 282 95.906 37.5 4 2 6 722 239.703 25 5 4 4 2097 698.156 50

Level

2

1 4 4 4000 340.25 50 2 4 4 4000 333.75 50 3 4 4 4000 342.891 50 4 4 4 4000 343.593 50 5 5 3 387 35.7340 62.5

Level

3

1 3 5 4000 84.078 37.5 2 3 5 4000 85.2660 37.5 3 4 4 741 15.2660 50 4 2 6 4000 84.125 25 5 3 5 804 17.625 37.5

(15)

Lanjutan

Hidden

90

Fungsi pelatihan

traingdx Level

1

1 3 5 1321 516.093 37.5 2 4 4 600 226.797 50 3 5 3 514 201.859 62.5 4 4 4 1903 718.0 50 5 5 3 946 397.343 62.5

Level

2

1 5 3 1785 160.5 62.5 2 5 3 3793 356.515 62.5 3 2 6 4000 374.359 25 4 5 3 4000 370.266 62.5 5 5 3 1636 156.75 62.5

Level

3

1 3 5 4000 103.5 37.5 2 3 5 4000 105.313 37.5 3 3 5 202 5.6880 37.5 4 3 5 368 10.235 37.5 5 5 3 2478 59.125 62.5 Fungsi

1

1 5 3 2065 965.75 62.5 2 4 4 758 279.89 50 3 3 5 1413 525.953 37.5 4 4 4 4000 1463.296 50 5 4 4 1351 494.734 50

Level

2

1 3 5 4000 369.469 37.5 2 3 5 4000 368.859 37.5 3 5 3 4000 373.609 62.5 4 4 4 4000 369.734 50 5 3 5 2917 273.234 37.5

Level

3

1 3 5 4000 91.094 37.5 2 4 4 4000 92.4680 50 3 2 6 4000 97.844 25 4 4 4 4000 96.188 50 5 5 3 4000 95.562 62.5

100

Fungsi pelatihan

traingdx Level

1

1 3 5 568 259.953 37.5 2 4 4 974 404.797 50 3 2 6 1537 667.485 25 4 3 5 3433 1478.39 37.5 5 3 5 1682 797.609 37.5

Level

2

1 5 3 2432 244.969 62.5 2 4 4 1899 203.297 50 3 3 5 90 9.328 37.5 4 2 6 354 40.8440 25 5 3 5 4000 429.782 37.5

Level

3

1 1 7 1052 29.5780 12.5 2 3 5 3745 103.875 37.5 3 2 6 297 8.0630 25 4 4 4 155 4.0780 50 5 3 5 885 25.9530 37.5 Fungsi

1

1 1 7 4000 1629.031 12.5 2 3 5 4000 1630.047 37.5 3 4 4 2000 812.969 50 4 3 5 354 145.813 37.5 5 3 5 1164 469.265 37.5

Level

2

1 2 6 4000 415.219 25 2 2 6 4000 407.016 25 3 3 5 4000 415.563 37.5 4 4 4 2223 232.141 50 5 4 4 4000 410.453 50

Level

3

1 2 6 456 11.11 25 2 4 4 4000 98.125 50 3 3 5 1451 39.766 37.5 4 2 6 4000 101.453 25 5 5 3 4000 113.093 62.5

(16)

Lampiran 6 Tabel nilai akurasi toleransi kesalahan 0.001

Hidden

10

Fungsi pelatihan

traingdx Level

1

1 2 6 357 16.5160 25 2 2 6 908 46.515 25 3 2 6 4000 208.343 25 4 2 6 307 16.5 25 5 5 3 4000 172.813 62.5

Level

2

1 2 6 432 5.25 25 2 2 6 4000 55.6720 25 3 2 6 545 7.0 25 4 5 3 4000 60.0 62.5 5 4 4 4000 55.094 50

Level

3

1 2 6 492 3.7040 25 2 2 6 4000 26.312 25 3 2 6 3555 25.2340 25 4 2 6 4000 31.016 25 5 4 4 4000 20.0630 50 Fungsi

1

1 2 6 4000 182.906 25 2 1 7 4000 176.265 12.5 3 5 3 4000 177.375 62.5 4 1 7 4000 178.172 12.5 5 2 6 4000 183.094 25

Level

2

1 2 6 4000 50.1090 25 2 4 4 4000 43.765 50 3 2 6 4000 51.985 25 4 4 4 4000 50.2970 50 5 3 5 4000 51.11 37.5

Level

3

1 2 6 4000 21.2970 25 2 2 6 4000 22.625 25 3 2 6 4000 21.86 25 4 2 6 4000 20.7030 25 5 2 6 4000 20.6570 25

20

Fungsi pelatihan

traingdx Level

1

1 6 2 591 52.953 75 2 2 6 4000 364.0 25 3 4 4 2081 188.625 50 4 2 6 2270 229.531 25 5 2 6 2022 176.094 25

Level

2

1 3 5 3051 68.063 37.5 2 2 6 389 9.6870 25 3 2 6 687 17.125 25 4 2 6 833 19.718 25 5 2 6 1146 28.204 25

Level

3

1 1 7 1796 15.7340 12.5 2 2 6 4000 38.609 25 3 2 6 497 4.7810 25 4 3 5 771 7.7340 37.5 5 4 4 4000 36.078 50 Fungsi

1

1 4 4 4000 348.656 50 2 1 7 4000 350.875 12.5 3 4 4 4000 347.906 50 4 3 5 4000 351.359 37.5 5 2 6 4000 343.14 25

Level

2

1 5 3 4000 89.6710 62.5 2 3 5 4000 90.75 37.5 3 2 6 4000 84.968 25 4 2 6 4000 86.172 25 5 5 3 4000 90.953 62.5

Level

3

1 2 6 4000 27.046 25 2 2 6 4000 29.0 25 3 2 6 4000 29.172 25 4 1 7 4000 28.75 12.5 5 3 5 4000 31.157 37.5

(17)

Lanjutan

Hidden

30

Fungsi pelatihan

traingdx Level

1

1 2 6 4000 564.171 25 2 3 5 3717 470.922 37.5 3 2 6 2184 292.578 25 4 2 6 1559 206.921 25 5 4 4 1240 160.9210 50

Level

2

1 2 6 400 14.1720 25 2 5 3 869 30.438 62.5 3 5 3 4000 136.672 62.5 4 2 6 1110 37.7190 25 5 4 4 4000 146.281 50

Level

3

1 3 5 4000 51.219 37.5 2 2 6 2452 30.9220 25 3 4 4 303 2.9530 50 4 2 6 285 3.782 25 5 3 5 2005 25.1560 37.5 Fungsi

1

1 3 5 4000 493.859 37.5 2 5 3 4000 504.063 62.5 3 2 6 3630 466.0 25 4 4 4 4000 529.141 50 5 5 3 4000 481.297 62.5

Level

2

1 5 3 4000 124.453 62.5 2 4 4 4000 135.609 50 3 3 5 4000 139.813 37.5 4 4 4 4000 141.235 50 5 5 3 4000 143.25 62.5

Level

3

1 4 4 4000 39.594 50 2 3 5 4000 39.89 37.5 3 3 5 4000 39.375 37.5 4 3 5 4000 39.485 37.5 5 3 5 4000 39.765 37.5

40

Fungsi pelatihan

traingdx Level

1

1 2 6 4000 696.328 25 2 3 5 404 77.187 37.5 3 2 6 4000 705.734 25 4 6 2 504 96.39 75 5 3 5 4000 789.594 37.5

Level

2

1 2 6 560 26.484 25 2 4 4 4000 174.562 50 3 1 7 4000 178.515 12.5 4 3 5 4000 182.031 37.5 5 3 5 4000 169.704 37.5

Level

3

1 5 3 4000 56.187 62.5 2 5 3 169 2.578 62.5 3 2 6 1817 27.219 25 4 3 5 4000 56.797 37.5 5 2 6 2429 37.5630 25 Fungsi

1

1 3 5 3741 590.75 37.5 2 5 3 4000 691.453 62.5 3 4 4 4000 727.36 50 4 4 4 4000 662.468 50 5 5 3 4000 697.703 62.5

Level

2

1 4 4 4000 173.218 50 2 4 4 4000 179.187 50 3 4 4 4000 180.906 50 4 4 4 4000 178.875 50 5 4 4 4000 175.937 50

Level

3

1 2 6 4000 50.0940 25 2 2 6 4000 49.609 25 3 2 6 4000 49.2660 25 4 2 6 4000 48.2660 25 5 4 4 4000 48.469 50

(18)

Lanjutan

Hidden

50

Fungsi pelatihan

traingdx Level

1

1 2 6 840 201.579 25 2 2 6 805 195.25 25 3 4 4 4000 942.281 50 4 2 6 4000 959.968 25 5 3 5 1985 461.875 37.5

Level

2

1 4 4 1728 87.344 50 2 4 4 4000 220.7660 50 3 3 5 4000 207.844 37.5 4 3 5 4000 203.172 37.5 5 3 5 4000 220.062 37.5

Level

3

1 2 6 3417 57.61 25 2 3 5 3832 66.031 37.5 3 2 6 4000 70.625 25 4 3 5 4000 70.203 37.5 5 4 4 294 5.2030 50 Fungsi

1

1 7 1 3978 862.063 87.5 2 3 5 1114 232.61 37.5 3 5 3 3118 645.484 62.5 4 4 4 4000 833.984 50 5 3 5 2646 566.485 37.5

Level

2

1 4 4 4000 212.031 50 2 3 5 3202 166.562 37.5 3 5 3 4000 198.734 62.5 4 4 4 4000 206.782 50 5 6 2 2376 124.375 75

Level

3

1 3 5 4000 57.203 37.5 2 1 7 4000 56.281 12.5 3 4 4 4000 56.329 50 4 3 5 4000 59.6720 37.5 5 2 6 4000 67.781 25

60

Fungsi pelatihan

traingdx Level

1

1 3 5 4000 1115.109 37.5 2 6 2 354 101.625 75 3 2 6 705 205.938 25 4 2 6 4000 1124.219 25 5 4 4 2822 794.141 50

Level

2

1 2 6 704 45.6560 25 2 4 4 636 40.734 50 3 4 4 638 41.8440 50 4 2 6 4000 264.032 25 5 3 5 115 7.3440 37.5

Level

3

1 1 7 4000 68.688 12.5 2 4 4 4000 71.563 50 3 3 5 4000 73.453 37.5 4 4 4 2063 36.015 50 5 3 5 1790 31.6410 37.5 Fungsi

1

1 4 4 3269 826.828 50 2 4 4 4000 1014.906 50 3 6 2 1042 265.297 75 4 4 4 4000 1013.187 50 5 3 5 2645 623.203 37.5

Level

2

1 2 6 4000 249.344 25 2 5 3 4000 249.844 62.5 3 3 5 4000 251.656 37.5 4 2 6 4000 248.015 25 5 4 4 4000 251.031 50

Level

3

1 4 4 4000 100.672 50 2 3 5 4000 106.5930 37.5 3 5 3 4000 107.703 62.5 4 3 5 4000 109.922 37.5 5 3 5 4000 109.9540 37.5

(19)

Lanjutan

Hidden

70

Fungsi pelatihan

traingdx Level

1

1 3 5 1921 623.078 37.5 2 3 5 2279 752.718 37.5 3 4 4 689 227.687 50 4 6 2 2150 701.328 75 5 3 5 2895 947.641 37.5

Level

2

1 4 4 99 7.2660 50 2 6 2 4000 300.89 75 3 6 2 1270 94.563 75 4 4 4 2838 211.297 50 5 4 4 2650 212.563 50

Level

3

1 3 5 1408 29.297 37.5 2 2 6 1922 42.36 25 3 3 5 933 21.1560 37.5 4 4 4 3446 70.8590 50 5 2 6 1333 30.3910 25 Fungsi

1

1 3 5 1579 423.188 37.5 2 3 5 1270 342.703 37.5 3 5 3 1566 416.734 62.5 4 4 4 4000 1063.656 50 5 4 4 4000 1254.016 50

Level

2

1 4 4 4000 292.641 50 2 4 4 2760 199.11 50 3 4 4 4000 280.359 50 4 3 5 884 58.937 37.5 5 3 5 3237 219.188 37.5

Level

3

1 3 5 3489 97.812 37.5 2 3 5 4000 112.969 37.5 3 4 4 4000 111.625 50 4 2 6 4000 113.3910 25 5 2 6 4000 111.063 25

80

Fungsi pelatihan

traingdx Level

1

1 5 3 654 248.219 62.5 2 4 4 3388 1252.25 50 3 4 4 793 279.875 50 4 4 4 4000 1403.625 50 5 4 4 144 52.812 50

Level

2

1 4 4 4000 362.547 50 2 4 4 4000 340.719 50 3 3 5 3337 296.64 37.5 4 5 3 490 41.828 62.5 5 3 5 1763 148.594 37.5

Level

3

1 3 5 3698 85.094 37.5 2 2 6 674 16.1570 25 3 5 3 4000 92.7660 62.5 4 2 6 4000 96.0790 25 5 2 6 1106 26.4690 25 Fungsi

1

1 3 5 4000 1473.0 37.5 2 5 3 4000 1298.578 62.5 3 6 2 505 169.14 75 4 4 4 1632 543.609 50 5 3 5 3960 1354.703 37.5

Level

2

1 3 5 4000 307.0 37.5 2 3 5 4000 331.922 37.5 3 4 4 1498 121.703 50 4 5 3 3775 316.625 62.5 5 4 4 4000 336.016 50

Level

3

1 5 3 4000 113.547 62.5 2 3 5 4000 113.141 37.5 3 2 6 4000 104.344 25 4 1 7 4000 81.2180 12.5 5 3 5 4000 110.078 37.5

(20)

Lanjutan

Hidden

90

Fungsi pelatihan

traingdx Level

1

1 2 6 774 321.297 25 2 3 5 567 235.125 37.5 3 3 5 2113 860.984 37.5 4 6 2 1580 660.188 75 5 3 5 2956 1223.86 37.5

Level

2

1 4 4 97 9.1570 50 2 3 5 1008 94.0 37.5 3 1 7 4000 393.828 12.5 4 5 3 1103 114.234 62.5 5 4 4 2921 278.734 50

Level

3

1 4 4 4000 107.844 50 2 2 6 736 19.6570 25 3 3 5 283 8.1720 37.5 4 1 7 919 25.891 12.5 5 1 7 1689 43.609 12.5 Fungsi

1

1 3 5 4000 1634.5 37.5 2 3 5 884 357.406 37.5 3 5 3 4000 1556.579 62.5 4 4 4 1274 482.531 50 5 4 4 4000 1494.954 50

Level

2

1 4 4 4000 374.516 50 2 4 4 4000 368.094 50 3 5 3 4000 376.265 62.5 4 2 6 4000 379.922 25 5 4 4 4000 376.516 50

Level

3

1 2 6 4000 117.172 25 2 3 5 4000 119.3910 37.5 3 4 4 2868 68.5 50 4 3 5 4000 110.906 37.5 5 2 6 4000 118.797 25

100

Fungsi pelatihan

traingdx Level

1

1 5 3 458 194.344 62.5 2 4 4 965 407.875 50 3 2 6 1664 707.609 25 4 3 5 1087 495.015 37.5 5 5 3 4000 1734.828 62.5

Level

2

1 5 3 3494 367.828 62.5 2 3 5 2321 250.172 37.5 3 2 6 283 31.0 25 4 2 6 2969 320.016 25 5 5 3 903 99.031 62.5

Level

3

1 3 5 4000 111.063 37.5 2 4 4 2142 62.796 50 3 4 4 1616 47.015 50 4 2 6 4000 117.594 25 5 2 6 468 13.75 25 Fungsi

1

1 4 4 2817 1244.422 50 2 4 4 681 308.344 50 3 3 5 4000 1755.109 37.5 4 4 4 4000 1813.203 50 5 4 4 2107 877.546 50

Level

2

1 2 6 4000 422.344 25 2 5 3 670 72.187 62.5 3 4 4 1384 144.219 50 4 4 4 2451 254.094 50 5 2 6 4000 409.454 25

Level

3

1 1 7 4000 126.203 12.5 2 3 5 1809 57.484 37.5 3 3 5 4000 128.469 37.5 4 2 6 4000 128.219 25 5 1 7 4000 115.797 12.5

(21)

Lampiran 7 Tabel nilai akurasi toleransi kesalahan 0.0001

Hidden

10

Fungsi pelatihan

traingdx Level

1

1 4 4 4000 178.89 50 2 2 6 4000 178.562 25 3 3 5 4000 179.015 37.5 4 4 4 4000 184.765 50 5 1 7 4000 201.265 12.5

Level

2

1 2 6 1570 23.4530 25 2 2 6 4000 52.39 25 3 2 6 4000 55.797 25 4 2 6 1553 22.954 25 5 2 6 1558 19.9680 25

Level

3

1 3 5 4000 31.2810 37.5 2 2 6 3478 24.7810 25 3 2 6 3412 27.7970 25 4 2 6 4000 26.8280 25 5 2 6 640 4.4850 25 Fungsi

1

1 3 5 4000 159.828 37.5 2 3 5 4000 160.031 37.5 3 3 5 4000 160.172 37.5 4 2 6 4000 160.391 25 5 3 5 4000 160.204 37.5

Level

2

1 2 6 4000 53.594 25 2 3 5 4000 42.765 37.5 3 2 6 4000 53.25 25 4 3 5 4000 51.484 37.5 5 2 6 4000 54.438 25

Level

3

1 2 6 4000 29.828 25 2 3 5 4000 21.172 37.5 3 2 6 4000 22.0780 25 4 2 6 4000 23.125 25 5 2 6 4000 22.75 25

20

Fungsi pelatihan

traingdx Level

1

1 1 7 4000 337.219 12.5 2 2 6 1216 118.515 25 3 3 5 2028 178.985 37.5 4 4 4 4000 345.766 50 5 2 6 3439 318.11 25

Level

2

1 3 5 4000 92.547 37.5 2 4 4 4000 103.656 50 3 5 3 2255 51.594 62.5 4 2 6 4000 96.282 25 5 2 6 4000 96.4840 25

Level

3

1 3 5 1818 16.375 37.5 2 2 6 4000 41.063 25 3 2 6 4000 39.453 25 4 2 6 4000 36.1560 25 5 2 6 669 6.1870 25 Fungsi

1

1 2 6 4000 306.0 25 2 3 5 4000 306.109 37.5 3 5 3 4000 305.672 62.5 4 3 5 4000 306.219 37.5 5 1 7 4000 306.156 12.5

Level

2

1 2 6 4000 82.875 25 2 3 5 4000 79.39 37.5 3 3 5 4000 85.328 37.5 4 4 4 4000 85.906 50 5 2 6 4000 87.297 25

Level

3

1 1 7 4000 43.5 12.5 2 1 7 4000 40.0 12.5 3 4 4 4000 42.89 50 4 2 6 4000 41.062 25 5 4 4 4000 42.875 50

(22)

Lanjutan

Hidden

30

Fungsi pelatihan

traingdx Level

1

1 4 4 1791 228.859 50 2 4 4 4000 515.797 50 3 3 5 4000 511.921 37.5 4 2 5 4000 573.046 25 5 4 4 4000 519.829 50

Level

2

1 5 3 1383 44.609 62.5 2 2 6 4000 136.906 25 3 1 7 4000 135.547 12.5 4 3 5 407 13.657 37.5 5 2 6 1816 62.0 25

Level

3

1 4 4 4000 48.938 50 2 4 4 3913 42.125 50 3 2 6 804 9.5000 25 4 3 5 3457 40.031 37.5 5 1 7 4000 45.094 12.5 Fungsi

1

1 4 4 4000 457.906 50 2 4 4 4000 461.969 50 3 6 2 4000 509.89 75 4 3 5 4000 498.343 37.5 5 5 3 4000 518.219 62.5

Level

2

1 3 5 4000 122.688 37.5 2 4 4 4000 123.313 50 3 4 4 4000 127.625 50 4 2 6 4000 134.234 25 5 4 4 4000 133.172 50

Level

3

1 3 5 4000 47.891 37.5 2 1 7 4000 43.438 12.5 3 2 6 4000 38.843 25 4 3 5 4000 41.687 37.5 5 3 5 4000 43.718 37.5

40

Fungsi pelatihan

traingdx Level

1

1 2 6 486 94.2660 25 2 2 6 4000 763.859 25 3 0 8 4000 2042.859 0 4 4 4 447 76.953 50 5 5 3 982 167.422 62.5

Level

2

1 2 6 2894 130.25 25 2 5 3 4000 167.766 62.5 3 4 4 4000 169.016 50 4 2 6 892 40.484 25 5 5 3 2411 107.4840 62.5

Level

3

1 4 4 4000 55.172 50 2 2 6 4000 50.938 25 3 2 6 4000 52.312 25 4 2 6 4000 51.953 25 5 3 5 1088 14.985 37.5 Fungsi

1

1 4 4 4000 689.187 50 2 5 3 4000 690.813 62.5 3 4 4 4000 695.281 50 4 3 5 4000 666.296 37.5 5 3 5 4000 668.625 37.5

Level

2

1 2 6 4000 166.234 25 2 4 4 4000 158.468 50 3 5 3 4000 156.078 62.5 4 6 2 4000 154.031 75 5 3 5 4000 152.828 37.5

Level

3

1 4 4 4000 47.047 50 2 3 5 4000 47.641 37.5 3 5 3 4000 46.329 62.5 4 4 4 4000 45.625 50 5 2 6 4000 47.7190 25

(23)

Lanjutan

Hidden

50

Fungsi pelatihan

traingdx Level

1

1 3 5 486 101.282 37.5 2 5 3 4000 916.828 62.5 3 3 5 866 183.219 37.5 4 2 6 1350 282.11 25 5 2 6 4000 849.906 25

Level

2

1 4 4 4000 223.719 50 2 3 5 4000 214.078 37.5 3 2 6 1418 82.1410 25 4 2 6 436 26.063 25 5 5 3 2098 121.0160 62.5

Level

3

1 3 5 4000 62.1880 37.5 2 4 4 3259 51.063 50 3 1 7 4000 70.5790 12.5 4 2 6 4000 66.062 25 5 4 4 1330 133021.0780 50 Fungsi

1

1 2 6 4000 827.344 25 2 3 5 4000 818.89 37.5 3 6 2 4000 799.906 62.5 4 5 3 4000 809.89 62.5 5 5 3 4000 835.75 62.5

Level

2

1 5 3 4000 201.391 62.5 2 4 4 4000 203.7660 50 3 3 5 4000 196.063 37.5 4 5 3 4000 199.4680 62.5 5 5 3 4000 193.656 62.5

Level

3

1 3 5 4000 60.5 37.5 2 2 6 4000 61.156 25 3 2 6 4000 58.8280 25 4 1 7 4000 58.625 12.5 5 4 4 4000 63.235 50

60

Fungsi pelatihan

traingdx Level

1

1 4 4 4000 1023.828 50 2 3 5 656 170.828 37.5 3 4 4 4000 1057.922 50 4 6 2 1048 287.281 75 5 2 6 4000 1052.812 25

Level

2

1 6 2 2209 144.969 75 2 3 5 2114 132.125 37.5 3 1 7 4000 279.89 12.5 4 4 4 679 40.453 50 5 2 6 2971 182.125 25

Level

3

1 3 5 1203 20.109 37.5 2 3 5 4000 73.594 37.5 3 3 5 1977 36.766 37.5 4 3 5 4000 70.547 37.5 5 3 5 4000 74.1410 37.5 Fungsi

1

1 5 3 4000 992.391 62.5 2 6 2 4000 1032.547 75 3 5 3 4000 2325.641 62.5 4 3 5 4000 939.109 37.5 5 3 5 4000 1005.672 37.5

Level

2

1 3 5 4000 239.438 37.5 2 2 6 4000 253.6570 25 3 3 5 4000 251.14 37.5 4 4 4 4000 247.36 50 5 3 5 4000 252.734 37.5

Level

3

1 2 6 4000 55.953 25 2 2 6 4000 69.812 25 3 1 7 4000 58.14 12.5 4 4 4 4000 58.187 50 5 4 4 4000 73.2820 50

(24)

Lanjutan

Hidden

70

Fungsi pelatihan

traingdx Level

1

1 4 4 4000 1302.234 50 2 4 4 4000 1247.125 50 3 5 3 962 274.906 62.5 4 3 5 1230 358.64 37.5 5 3 5 4000 1214.047 37.5

Level

2

1 3 5 2590 191.703 37.5 2 3 5 885 71.8290 37.5 3 5 3 968 72.812 62.5 4 4 4 4000 300.422 50 5 2 6 455 36.297 25

Level

3

1 3 5 4000 85.172 37.5 2 2 6 4000 85.3590 25 3 4 4 288 7.0620 50 4 3 5 586 12.5630 37.5 5 3 5 4000 89.594 37.5 Fungsi

1

1 5 3 4000 1229.484 62.5 2 4 4 4000 1154.796 50 3 3 5 4000 1111.766 37.5 4 6 2 4000 1168.078 75 5 4 4 4000 1191.953 50

Level

2

1 4 4 4000 292.047 50 2 4 4 4000 291.844 50 3 3 5 4000 296.312 37.5 4 5 3 4000 289.64 62.5 5 5 3 4000 272.281 62.5

Level

3

1 4 4 4000 84.703 50 2 4 4 4000 85.172 50 3 2 6 4000 79.719 25 4 2 6 4000 82.375 25 5 2 6 4000 79.187 25

80

Fungsi pelatihan

traingdx Level

1

1 4 4 1517 522.157 50 2 3 5 2141 734.829 37.5 3 2 6 604 228.922 25 4 4 4 1128 419.734 50 5 5 3 1006 338.438 62.5

Level

2

1 4 4 4000 356.562 50 2 5 3 4000 345.469 62.5 3 4 4 178 15.515 50 4 1 7 191 17.5 12.5 5 2 6 4000 344.875 25

Level

3

1 1 7 1582 40.437 12.5 2 5 3 4000 94.1090 62.5 3 3 5 4000 93.781 37.5 4 6 2 1986 45.484 75 5 4 4 4000 96.6870 50 Fungsi

1

1 4 4 4000 1335.422 50 2 5 3 4000 1283.375 62.5 3 4 4 4000 1292.079 50 4 5 3 4000 1306.015 62.5 5 4 4 4000 1400.781 50

Level

2

1 5 3 4000 313.703 62.5 2 5 3 4000 336.0 62.5 3 3 5 4000 314.406 37.5 4 4 4 4000 334.046 50 5 5 3 4000 345.312 62.5

Level

3

1 2 6 4000 90.2660 25 2 4 4 4000 90.125 50 3 3 5 4000 93.109 37.5 4 2 6 4000 95.187 25 5 2 6 4000 93.6570 25

(25)

Lanjutan

Hidden

90

Fungsi pelatihan

traingdx Level

1

1 2 6 807 319.734 25 2 5 3 4000 1529.985 62.5 3 3 5 417 166.594 37.5 4 4 4 337 143.703 50 5 3 5 686 276.906 37.5

Level

2

1 2 6 1500 137.094 25 2 2 6 1168 108.782 25 3 1 7 1247 117.156 12.5 4 2 6 1713 161.234 25 5 4 4 4000 377.531 50

Level

3

1 2 6 4000 106.937 25 2 4 4 4000 106.625 50 3 2 6 2187 60.985 25 4 2 6 772 20.7030 25 5 1 7 1546 38.297 12.5 Fungsi

1

1 5 3 4000 1450.593 62.5 2 4 4 4000 1467.89 50 3 5 3 4000 1527.344 62.5 4 4 4 4000 1462.172 50 5 5 3 4000 1452.922 62.5

Level

2

1 3 5 4000 366.657 37.5 2 5 3 4000 377.641 62.5 3 4 4 4000 383.219 50 4 5 3 4000 392.844 62.5 5 4 4 4000 390.016 50

Level

3

1 1 7 4000 104.625 12.5 2 1 7 4000 106.469 12.5 3 3 5 4000 105.5320 37.5 4 2 6 4000 105.828 25 5 3 5 4000 100.203 37.5

100

Fungsi pelatihan

traingdx Level

1

1 2 6 2048 892.063 25 2 4 4 776 369.719 50 3 2 6 1533 626.688 25 4 3 5 4000 1753.766 37.5 5 5 3 1294 534.797 62.5

Level

2

1 5 3 4000 406.593 62.5 2 4 4 3616 418.578 50 3 5 3 4000 438.172 62.5 4 3 5 4000 437.688 37.5 5 3 5 515 56.297 37.5

Level

3

1 3 5 195 5.031 37.5 2 3 5 372 10.7660 37.5 3 3 5 717 19.719 37.5 4 3 5 3705 105.844 37.5 5 4 4 1302 37.562 50 Fungsi

1

1 3 5 3299 1367.187 37.5 2 5 3 4000 1651.812 62.5 3 5 3 4000 1544.36 62.5 4 3 5 4000 1589.781 37.5 5 5 3 3714 1537.312 62.5

Level

2

1 4 4 4000 404.765 50 2 3 5 4000 423.422 37.5 3 2 6 4000 447.813 25 4 4 4 4000 452.516 50 5 5 3 4000 435.187 62.5

Level

3

1 3 5 4000 111.5 37.5 2 2 6 4000 114.188 25 3 3 5 4000 115.828 37.5 4 1 7 4000 114.64 12.5 5 4 4 4000 108.312 50