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

LAMPIRAN

4 Lampiran Algoritma aringan syaraf tiruan propagasi balik Langkah 0 Inisialisasi bobot Langkah Selama kondisi berhenti bernilai salah, lakukan langkah -9. Langkah Untuk setiap pasangan, lakukan langkah -8. Feedforward: Langkah Setiap unit input (X i, i =,..., n) menerima sinyal input x i dan menyebarkan sinyal tersebut ke semua unit lapisan atas (unit tersembunyi). Langkah 4 Setiap unit tersembunyi (Z, =,...,p) menumlahkan bobot sinyal input z_in n = v o + x iv i, i = dan mengaplikasikan fungsi aktivasi untuk menghitung sinyal output z = f z _ ( ) in kemudian mengirim sinyal tersebut ke semua unit pada lapisan atas (unit output). Langkah 5 Setiap unit output (Y k, k =,..., m) menumlahkan bobot sinyal input Propagasi balik: Langkah 6 Langkah 7 y _ in k = w ok + p = z w k dan mengaplikasikan fungsi aktivasi untuk menghitung sinyal output y = f y _ ( ) k in k Setiap unit output (Y k, k =,..., m) menerima sebuah pola yang bersesuaian dengan pola input, kemudian menghitung informasi kesalahan δ k = ( t k y k ) f ' ( y _ in k ) kemudian menghitung koreksi bobot (digunakan untuk memperbaiki bobot w k ) Δ w k = αδ k z Dan akhirnya menghitung koreksi bias (digunakan untuk memperbaiki w 0 ) Δw 0 k = αδ k Kemudian mengirimkan δ ke unit lapisan bawah k Setiap lapisan tersembunyi (Z, =,...,p) menumlahkan input delta (dari unit lapisan atas) δ _ in = δ k w k kalikan nilai di atas dengan turunan fungsi aktivasi untuk menghitung informasi kesalahan ' δ = δ _ in f ( z _ in ) kemudian hitung koreksi bobot (digunakan untuk memperbaiki v i ) Δ vi = αδ xi dan hitung koreksi bias (digunakan untuk memperbaiki v o ) v = αδ Δ 0

5 Perbaiki bobot dan bias: Langkah 8 Setiap unit output (Y k, k =,..., m) memperbaiki bias dan bobot ( = 0,..., p) w k ( new ) = w k ( old ) + Δw k Setiap unit tersembunyi (Z, =,...,p) memperbaiki bias dan bobot (i = 0,..., n) vi ( new ) = v i ( old ) + Δvi Langkah 9 Tes kondisi berhenti Keterangan simbol-simbol yang digunakan pada algoritma JST propagasi balik adalah sebagai berikut: x Input vektor x = (x,... x i,... x n ) t Output vektor target t = (t,... t k,... t m ) δ k Informasi kesalahan unit Y yang disebarkan kembali ke unit tersembunyi. δ Informasi kesalahan dari lapisan output ke unit tersembunyi Z k. α Lau pembelaaran (learning rate). X i Unit input i, untuk sebuah unit input, sinyal input dan sinyal output adalah sama, yaitu X i. V 0 Bias pada unit tersembunyi k. Z Unit tersembunyi, input aringan ke Z disimbolkan dengan z_in z_in = vo + xivi Sinyal output (aktivasi) pada Z k disimbolkan dengan z k z = f ( z _ in ) W ok Bias pada unit output k. Y k Unit output k, input aringan ke Y k disimbolkan dengan y_in k y _ ink = wok + z w k Sinyal output (aktivasi) pada Y k disimbolkan dengan y k y = f ( y _ ) k in k

6 Lampiran Citra sidik perinium untuk data Meloidogyne arenaria M. Hapla M. avanica 4 M. incognita

7 Lampiran Citra sidik perinium untuk data penguian Meloidogyne arenaria M. Hapla M. avanica 4 M. incognita

8 Lampiran 4 Tabel nilai akurasi toleransi kesalahan 0. 0 0 5 589 67.407 7.5 6 5 07.98 5 6 4000 80.687 5 4 6 545 7.0 5 5 4 4 6 7.75 50 5 4 6.560 7.5 5 44 4.80 6.5 6 6 5.094 5 4 6 505 6.470 5 5 6 45 6.0 5 6 4000 8.66 5 5 4000.880 7.5 6 086 7.7970 5 4 6 46 8.6090 5 5 6 496 5.875 5 5 4000 7.78 7.5 6 4000 77.75 5 6 4000 7.8 5 4 4 4 4000 68.594 50 5 7 4000 80.0.5 5 4000 48.406 7.5 6 4000 48.766 5 6 4000 50.4 5 4 5 4000 54.40 7.5 5 0 8 4000 58.8 0 6 4000.9 5 6 4000 0.79 5 6 4000 9.50 5 4 6 4000 8.75 5 5 4 4 4000 8.6570 50 7 58 5.470.5 4 4 54.5 50 6 4000 64.7 5 4 5 8 5.5470 7.5 5 6 4000 7.469 5 6 895 45. 5 6 895 4.9 5 0 8 6 0.860 0 4 6 60.75 5 5 4 4 49 9.9690 50 6 95 8.060.5 7 594.64.5 7 4000 5.090.5 4 6 69 5.00 5 5 6 76 4.75 5 5 6 8.66 7.5 6 4000 45.56 5 4 4 005 74.047 50 4 6 504 6.56 5 5 6 4000 6.79 5 6 4000 95.969 5 6 4 50.969 75 6 4000 9.74 5 4 5 4000 9.44 7.5 5 4 4 40.970 50 5 4000 8.5470 7.5 7 4000 6.700.5 5 4000 6.984 7.5 4 4 4 547 0.7500 50 5 7 4000 6.984.5

9 0 40 6 4000 495.765 5 6 4000 508.56 5 4 4 88 05.969 50 4 7 5.8440.5 5 6 4000 500.4 5 6 506 7.0 5 4 4 955 0.400 50 6 4 8. 5 4 5 7.05 6.5 5 6 054.97 5 6 4000 40.55 5 6 4000 40.64 5 6 4 4.80 5 4 6 68 6.560 5 5 6 4000 4.660 5 4 4 566 7.590 50 4 4 80 04.86 50 4 4 7.70 50 4 4 4 55 64.56 50 5 5 09 6.8600 6.5 4 4 6 4.6560 50 5 79.765 7.5 5 46.75 7.5 4 4 4 4 4. 50 5 5 640 9.8 7.5 5 58 0.75 7.5 5 504.0 7.5 4 4 8 6.906 50 4 6 455 4.0470 75 5 5 75 6.560 7.5 4 4 8.45 50 4 4 4 5.90 50 6 900 57.406 5 4 5 449 7.89 7.5 5 5 44 7.660 7.5 4 4 45.0940 50 6 4000 7.95 5 5 4000 74.60 7.5 4 6 0 44.594 5 5 4 4 0 4.00 50 6 854 5.50.5 7 65 7.6870.5 4 4 757 9.0470 50 4 5 4000 46.98 7.5 5 6 4.660 5 4 4 77 6.95 50 4 4 45 4.880 50 5 0.5940 7.5 4 5 5.75 7.5 5 6 79 45.656 5 6 489 9.700 5 7 456 8.75.5 4 4 55 0.5470 50 4 5 4 8.4060 7.5 5 5 4000 70.0 7.5 4 4 605 6.700 50 5 765 8.9 7.5 6 777 9.9060 5 4 7 89 9.59.5 5 4 4 68 4.65 50

0 50 60 4 4 8 9.5 50 5 7.80 7.5 4 4 648.75 50 4 6 99 4.656 5 5 4 4 9 69.5 50 5 9 7.950 7.5 4 4 99 5.880 50 4 4 44.406 50 4 5 70 4.440 6.5 5 6 008 55.59 5 6 4.6090 5 4 4 55 0.7970 50 4 4 5.400 50 4 6 74.4690 5 5 7 4000 57.78.5 6 665 55.046 75 5 88 8.454 7.5 4 4 0 4.79 50 4 7 67 5.485.5 5 4 4 649 44.797 50 5 7 6.00 5 4 4 64.78 50 4 4 78.59 50 4 4 4 87 98.656 50 5 5 6 0.578 7.5 5 588 8.80 7.5 7 48 9.50.5 5 94.9840 6.5 4 5 9.55 7.5 5 7 497 6.790.5 6 460 08.0 5 6 45.4060 5 4 4 9 0.650 50 4 5 4000 99.89 7.5 5 4 4 0 8.48 50 4 4 45 5.560 50 6 7.907 5 5 5.5940 6.5 4 7 77 50.8.5 5 5 555 7.0940 6.5 7 474 7.890.5 4 4 7 4.900 50 6 4000 69.75 5 4 6 67.4 5 5 5 444 7.9540 7.5 4 4 468 4.4 50 4 4 70 7.5 50 5 9.78 7.5 4 6 7 4.046 5 5 4 4 496 6.9070 50 4 4 0.87 50 5 69 45.094 7.5 5 5 4.0 7.5 4 5 47 8.65 7.5 5 6 0.9 5 7 4000 67.97.5 5 0.50 6.5 7 470 7.5.5 4 6 56 8.8590 5 5 5 6 6.060 7.5

70 80 4 4 06 66.4 50 7 5 5.900.5 6 456 46.0 5 4 4 4 746 550.70 50 5 5 809 794.687 7.5 4 4 74 5. 50 4 4 69 48.547 50 6 485.56 5 4 5 40.97 7.5 5 6 7 9.6880 5 4 4 470 0.4 50 5 840 8.90 7.5 6 4000 80.97 5 4 6 49 5.55 5 5 4 4 5.09 50 4 4 90 0.56 50 6 59.687 5 4 4 65 9.09 50 4 4 4 40 7.66 50 5 4 4 5 55.66 50 5 4000 84.078 7.5 5 0.079 7.5 6 4 9.8 5 4 4 4 4000 96.97 50 5 4 4 4000 0.9 50 6 456 8.67 5 6 4 4.80 5 6 99 4.80 5 4 4 4 4.45 50 5 5 4 6.0470 7.5 5 76 86.05 7.5 6 4000 54.906 5 5 76 88.88 7.5 4 5 7.40 7.5 5 5 06 74.656 6.5 4 4 6.5780 50 5 70.5 7.5 6 4000 8.79 5 4 4 4 458 7.875 50 5 4 4.00 50 5 96 65.766 6.5 5 95.5470 7.5 7 66.880.5 4 6 490.670 5 5 0 8 4000 98.5 0 4 4 00.9 50 5 9.450 6.5 6 60 87.84 5 4 6 8 0.80 5 5 6 67.4 5 5 5.80 7.5 4 4 8 0.954 50 4 4 85 5.468 50 4 5 7 9.97 7.5 5 7 0.906.5 6 89 4.0470 5 7 5 7.5.5 6 69.8900 5 4 5 4000 8.5 7.5 5 4 4 9 5.00 50

90 00 6 54.594 5 6 40 9.8 5 6 56.7970 5 4 5 6 45.906 7.5 5 5 04.0 6.5 6 6 6.04 5 7 6.40.5 5 88 8.5 7.5 4 4 4 5 0.00 50 5 5 7 5.5780 6.5 7 75.780.5 4 4 6 6.046 50 6 45.060 75 4 7 88.969.5 5 5 8.8440 6.5 6 767 9.88 5 7 770.56.5 6 0 79.9 5 4 5 47 74.906 7.5 5 6 4.985 5 4 4 058 00.560 50 5 047 4.5 7.5 5 40 4.0 7.5 4 6 4000 88.45 5 5 5.880 6.5 5 7 4.80 6.5 4 4 449 0.75 50 6 67 6.0 5 4 7 054 49.9.5 5 5 88 4.890 7.5 5 478.4 7.5 5 9 4.57 7.5 4 4 90 44.8440 50 4 6 48 7.740 5 5 4 4 657 0.0 50 4 4 70 6.88 50 6 8.59 5 6 77 68.78 5 4 5 64.766 7.5 5 4 4 408 4.8 50 6 6 0.8440 5 6 66 0.4840 5 7 9 0.80.5 4 7 68 7.6090.5 5 4 4 54.5 50 5 98 4.4 7.5 7 69 9.75.5 5 6 8.6870 7.5 4 6 68.5 5 5 4 4 5 68.047 50 5 88 96.06 7.5 4 4 89 0.40 50 5 9 04.469 7.5 4 5 4000 40.5 7.5 5 5 99 0.469 7.5 6 6 5.8600 5 5 6 4.440 7.5 4 4 98 6.79 50 4 5 68 6.969 7.5 5 4 4 4000 05.9 50

Lampiran 5 Tabel nilai akurasi toleransi kesalahan 0.0 0 0 7 4000 95.70.5 4 4 4000 8.59 50 6 4000 70.875 5 4 5 4000 6.5 7.5 5 6 909 48.56 5 6 4000 5.0780 5 5 5.6090 7.5 4 4 4000 5.9 50 4 6 9 7.780 5 5 7 4000 5.687.5 6 744 5.80 5 6 6.6 5 6 699 8.0 5 4 6 87 5.090 5 5 5 4000 8.870 7.5 6 4000 8.485 5 7 4000 79.4.5 5 4000 8.75 7.5 4 5 4000 70.06 6.5 5 7 4000 84.75.5 6 4000 58.094 5 6 4000 8.906 5 5 4000 77.75 6.5 4 7 4000 78.7.5 5 6 4000 8.094 5 6 4000.65 5 6 4000 9.950 5 6 4000 0.880 5 4 6 4000.9 5 5 6 4000 9.640 5 4 4 959 84.05 50 6 4000 90.859 5 6 4000 47.8 5 4 6 0.89 5 5 5 78 6.560 6.5 6 45 59.0 5 4 4 4000 90.97 50 6 05 6.80 5 4 6 4000 94.70 5 5 4 4 4000 97.8 50 7 4000.67.5 4 4 7 4.0 50 6 587 4.750 5 4 4 4 4000 4.79 50 5 6 770 6.750 5 6 4000 7.4 75 5 97 94.87 7.5 4 4 90 0. 50 4 5 4000 49.969 7.5 5 5 578.7 7.5 6 4000 9.56 5 5 4000 9.64 7.5 6 4000 9.5 5 4 4 4 4000 9. 50 5 5 4000 94.670 7.5 4 4 4000 9.5 50 5 4000 9. 7.5 5 4000 0.5940 7.5 4 5 4000 4.704 6.5 5 5 4000 0.9 7.5

4 0 40 5 77.8 6.5 4 4 50 69.67 50 6 4000 57.9 5 4 5 95 5.4 6.5 5 5 4000 5.766 6.5 6 89 5.8 5 6 79 4.5 5 5 959 7.79 6.5 4 7 4000 7.55.5 5 6 4000 6.06 5 4 4 4000 44.5 50 6 48 6.440 5 4 4 4000 4.0 50 4 4 4 4000 4.88 50 5 4 4 4000 4.74 50 5 445 09.0 6.5 4 4 768 6.4 50 6 4000 505.656 5 4 5 4000 505.67 6.5 5 5 4000 484.75 7.5 5 4000 7.0 6.5 5 4000.969 7.5 5 4000 6.95 6.5 4 5 4.5 6.5 5 5 4000.4 6.5 5 4000 9.578 7.5 4 4 4000 8.640 50 4 4 4000 4.579 50 4 7 4000 4.47.5 5 6 6 4.407 5 4 4 6 9.8 50 5 4000 67.9 7.5 6 4000 75.67 5 4 4 4 4000 774.047 50 5 5 559 98.75 7.5 6 800 40. 5 4 4 4000 77.570 50 4 4 699 79.687 50 4 6 4000 76.547 5 5 4 4 59 00.5 50 5 4000 54.0 7.5 5 868 5.880 7.5 5 4000 5.88 7.5 4 4 4 4000 47.090 50 5 6 4000 54.56 5 4 4 704.4 50 6 5 58.06 5 4 4 4000 657.6 50 4 6 760 0.06 75 5 5 660 6.6 6.5 4 4 4000 7.00 50 5 97 40.657 7.5 5 4000 7. 7.5 4 5 90 8.78 6.5 5 6 4000 7.88 5 7 4000 47.96.5 4 4 4000 47.67 50 5 4000 48.4690 6.5 4 5 4000 5.06 7.5 5 5 4000 5.56 7.5

5 50 60 4 4 9 9.594 50 4 4 46 7.75 50 5 606.797 7.5 4 5 79 7.96 6.5 5 4 4 84 77.5 50 5 608 86.56 6.5 5 5 8.06 7.5 6 4000.547 5 4 4 4 80 0.484 50 5 5 4000.094 6.5 5 49 7.9 7.5 7 658 4.7660.5 4 4 66 8.406 50 4 5 4000 6.55 7.5 5 6 085.97 5 6 4 9.06 75 6 4000 866.75 5 5 69.7 7.5 4 5 87 94.8 7.5 5 5 407 09.9 6.5 5 4000 95.578 6.5 6 4000 95.688 5 6 4000 97.906 5 4 5 4000 9.656 6.5 5 4 4 76 07.09 50 5 4000 58.59 7.5 4 4 4000 58.5 50 4 4 4000 57.80 50 4 6 4000 59.5 5 5 6 60 9.56 5 5 54.64 6.5 6 86 445.66 75 4 4 86 7.9 50 4 6 46 84.80 75 5 5 704 49.55 7.5 5 584 0.094 6.5 5 50 96.40 7.5 4 4 0 0. 50 4 4 4 4000 6.44 50 5 4 4 644 4.5 50 4 4 777.0940 50 4 4 47 5.4060 50 7 00 4.5.5 4 5 96 6.600 7.5 5 7 55 8.44.5 4 4 80 74.5 50 5 78 455.06 6.5 4 4 50 9.9 50 4 5 489.6 7.5 5 5 96 70.546 6.5 6 4000.590 5 4 4 05 6.44 50 5 4000 49.65 7.5 4 4 4 0 78.05 50 5 5 4000 48.766 6.5 6 4000 66.4 5 4 4 4000 7.407 50 5 4000 66.70 7.5 4 6 679.700 5 5 5 4000 66.74 7.5

6 70 80 5 546 76.8 6.5 6 40 96.8590 5 5 597 75.67 6.5 4 4 4 890 60.9 50 5 5 77 69.64 7.5 6 544 4.0 5 4 4 940.66 50 6 9 9.96 5 4 6 4000 99. 5 5 5 0 8.5 7.5 4 4 097 64.56 50 6 75 4.70 5 7 57.59.5 4 7 4000 85.875.5 5 5 4000 84.4 7.5 5 94.9 6.5 4 4 55 55.40 50 5 50 60.97 7.5 4 4 4 966 56.75 50 5 7 4000 68.765.5 4 4 50 8.5 50 5 4000 94.844 7.5 5 95 46.47 6.5 4 5 75 55.8 6.5 5 5 4000 98.4 7.5 5 4000 7.97 7.5 4 4 4000 75.78 50 6 7 4.64 5 4 6 4000 78.0 5 5 7 4000 77.090.5 5 44 56.67 6.5 4 4 494 6.70 50 5 5 59.9 7.5 4 5 9.7 7.5 5 4 4 80 60.6 50 4 4 4000 5.88 50 4 4 449 7.094 5 4 4 4000 40.875 50 4 5 67.6880 7.5 5 6 90 6.64 5 4 4 05 49.9 50 4 4 4000 9.56 50 4 4 4000 9.8 50 4 4 4 40 8.89 50 5 4 4 48.7660 50 6 86 608.86 5 4 4 455 5.45 50 5 8 95.906 7.5 4 6 7 9.70 5 5 4 4 097 698.56 50 4 4 4000 40.5 50 4 4 4000.75 50 4 4 4000 4.89 50 4 4 4 4000 4.59 50 5 5 87 5.740 6.5 5 4000 84.078 7.5 5 4000 85.660 7.5 4 4 74 5.660 50 4 6 4000 84.5 5 5 5 804 7.65 7.5

7 90 00 5 56.09 7.5 4 4 600 6.797 50 5 54 0.859 6.5 4 4 4 90 78.0 50 5 5 946 97.4 6.5 5 785 60.5 6.5 5 79 56.55 6.5 6 4000 74.59 5 4 5 4000 70.66 6.5 5 5 66 56.75 6.5 5 4000 0.5 7.5 5 4000 05. 7.5 5 0 5.6880 7.5 4 5 68 0.5 7.5 5 5 478 59.5 6.5 5 065 965.75 6.5 4 4 758 79.89 50 5 4 55.95 7.5 4 4 4 4000 46.96 50 5 4 4 5 494.74 50 5 4000 69.469 7.5 5 4000 68.859 7.5 5 4000 7.609 6.5 4 4 4 4000 69.74 50 5 5 97 7.4 7.5 5 4000 9.094 7.5 4 4 4000 9.4680 50 6 4000 97.844 5 4 4 4 4000 96.88 50 5 5 4000 95.56 6.5 5 568 59.95 7.5 4 4 974 404.797 50 6 57 667.485 5 4 5 4 478.9 7.5 5 5 68 797.609 7.5 5 4 44.969 6.5 4 4 899 0.97 50 5 90 9.8 7.5 4 6 54 40.8440 5 5 5 4000 49.78 7.5 7 05 9.5780.5 5 745 0.875 7.5 6 97 8.060 5 4 4 4 55 4.0780 50 5 5 885 5.950 7.5 7 4000 69.0.5 5 4000 60.047 7.5 4 4 000 8.969 50 4 5 54 45.8 7.5 5 5 64 469.65 7.5 6 4000 45.9 5 6 4000 407.06 5 5 4000 45.56 7.5 4 4 4.4 50 5 4 4 4000 40.45 50 6 456. 5 4 4 4000 98.5 50 5 45 9.766 7.5 4 6 4000 0.45 5 5 5 4000.09 6.5

8 Lampiran 6 Tabel nilai akurasi toleransi kesalahan 0.00 0 0 6 57 6.560 5 6 908 46.55 5 6 4000 08.4 5 4 6 07 6.5 5 5 5 4000 7.8 6.5 6 4 5.5 5 6 4000 55.670 5 6 545 7.0 5 4 5 4000 60.0 6.5 5 4 4 4000 55.094 50 6 49.7040 5 6 4000 6. 5 6 555 5.40 5 4 6 4000.06 5 5 4 4 4000 0.060 50 6 4000 8.906 5 7 4000 76.65.5 5 4000 77.75 6.5 4 7 4000 78.7.5 5 6 4000 8.094 5 6 4000 50.090 5 4 4 4000 4.765 50 6 4000 5.985 5 4 4 4 4000 50.970 50 5 5 4000 5. 7.5 6 4000.970 5 6 4000.65 5 6 4000.86 5 4 6 4000 0.700 5 5 6 4000 0.6570 5 6 59 5.95 75 6 4000 64.0 5 4 4 08 88.65 50 4 6 70 9.5 5 5 6 0 76.094 5 5 05 68.06 7.5 6 89 9.6870 5 6 687 7.5 5 4 6 8 9.78 5 5 6 46 8.04 5 7 796 5.740.5 6 4000 8.609 5 6 497 4.780 5 4 5 77 7.740 7.5 5 4 4 4000 6.078 50 4 4 4000 48.656 50 7 4000 50.875.5 4 4 4000 47.906 50 4 5 4000 5.59 7.5 5 6 4000 4.4 5 5 4000 89.670 6.5 5 4000 90.75 7.5 6 4000 84.968 5 4 6 4000 86.7 5 5 5 4000 90.95 6.5 6 4000 7.046 5 6 4000 9.0 5 6 4000 9.7 5 4 7 4000 8.75.5 5 5 4000.57 7.5

9 0 40 6 4000 564.7 5 5 77 470.9 7.5 6 84 9.578 5 4 6 559 06.9 5 5 4 4 40 60.90 50 6 400 4.70 5 5 869 0.48 6.5 5 4000 6.67 6.5 4 6 0 7.790 5 5 4 4 4000 46.8 50 5 4000 5.9 7.5 6 45 0.90 5 4 4 0.950 50 4 6 85.78 5 5 5 005 5.560 7.5 5 4000 49.859 7.5 5 4000 504.06 6.5 6 60 466.0 5 4 4 4 4000 59.4 50 5 5 4000 48.97 6.5 5 4000 4.45 6.5 4 4 4000 5.609 50 5 4000 9.8 7.5 4 4 4 4000 4.5 50 5 5 4000 4.5 6.5 4 4 4000 9.594 50 5 4000 9.89 7.5 5 4000 9.75 7.5 4 5 4000 9.485 7.5 5 5 4000 9.765 7.5 6 4000 696.8 5 5 404 77.87 7.5 6 4000 705.74 5 4 6 504 96.9 75 5 5 4000 789.594 7.5 6 560 6.484 5 4 4 4000 74.56 50 7 4000 78.55.5 4 5 4000 8.0 7.5 5 5 4000 69.704 7.5 5 4000 56.87 6.5 5 69.578 6.5 6 87 7.9 5 4 5 4000 56.797 7.5 5 6 49 7.560 5 5 74 590.75 7.5 5 4000 69.45 6.5 4 4 4000 77.6 50 4 4 4 4000 66.468 50 5 5 4000 697.70 6.5 4 4 4000 7.8 50 4 4 4000 79.87 50 4 4 4000 80.906 50 4 4 4 4000 78.875 50 5 4 4 4000 75.97 50 6 4000 50.0940 5 6 4000 49.609 5 6 4000 49.660 5 4 6 4000 48.660 5 5 4 4 4000 48.469 50

0 50 60 6 840 0.579 5 6 805 95.5 5 4 4 4000 94.8 50 4 6 4000 959.968 5 5 5 985 46.875 7.5 4 4 78 87.44 50 4 4 4000 0.7660 50 5 4000 07.844 7.5 4 5 4000 0.7 7.5 5 5 4000 0.06 7.5 6 47 57.6 5 5 8 66.0 7.5 6 4000 70.65 5 4 5 4000 70.0 7.5 5 4 4 94 5.00 50 7 978 86.06 87.5 5 4.6 7.5 5 8 645.484 6.5 4 4 4 4000 8.984 50 5 5 646 566.485 7.5 4 4 4000.0 50 5 0 66.56 7.5 5 4000 98.74 6.5 4 4 4 4000 06.78 50 5 6 76 4.75 75 5 4000 57.0 7.5 7 4000 56.8.5 4 4 4000 56.9 50 4 5 4000 59.670 7.5 5 6 4000 67.78 5 5 4000 5.09 7.5 6 54 0.65 75 6 705 05.98 5 4 6 4000 4.9 5 5 4 4 8 794.4 50 6 704 45.6560 5 4 4 66 40.74 50 4 4 68 4.8440 50 4 6 4000 64.0 5 5 5 5 7.440 7.5 7 4000 68.688.5 4 4 4000 7.56 50 5 4000 7.45 7.5 4 4 4 06 6.05 50 5 5 790.640 7.5 4 4 69 86.88 50 4 4 4000 04.906 50 6 04 65.97 75 4 4 4 4000 0.87 50 5 5 645 6.0 7.5 6 4000 49.44 5 5 4000 49.844 6.5 5 4000 5.656 7.5 4 6 4000 48.05 5 5 4 4 4000 5.0 50 4 4 4000 00.67 50 5 4000 06.590 7.5 5 4000 07.70 6.5 4 5 4000 09.9 7.5 5 5 4000 09.9540 7.5

70 80 5 9 6.078 7.5 5 79 75.78 7.5 4 4 689 7.687 50 4 6 50 70.8 75 5 5 895 947.64 7.5 4 4 99 7.660 50 6 4000 00.89 75 6 70 94.56 75 4 4 4 88.97 50 5 4 4 650.56 50 5 408 9.97 7.5 6 9 4.6 5 5 9.560 7.5 4 4 4 446 70.8590 50 5 6 0.90 5 5 579 4.88 7.5 5 70 4.70 7.5 5 566 46.74 6.5 4 4 4 4000 06.656 50 5 4 4 4000 54.06 50 4 4 4000 9.64 50 4 4 760 99. 50 4 4 4000 80.59 50 4 5 884 58.97 7.5 5 5 7 9.88 7.5 5 489 97.8 7.5 5 4000.969 7.5 4 4 4000.65 50 4 6 4000.90 5 5 6 4000.06 5 5 654 48.9 6.5 4 4 88 5.5 50 4 4 79 79.875 50 4 4 4 4000 40.65 50 5 4 4 44 5.8 50 4 4 4000 6.547 50 4 4 4000 40.79 50 5 7 96.64 7.5 4 5 490 4.88 6.5 5 5 76 48.594 7.5 5 698 85.094 7.5 6 674 6.570 5 5 4000 9.7660 6.5 4 6 4000 96.0790 5 5 6 06 6.4690 5 5 4000 47.0 7.5 5 4000 98.578 6.5 6 505 69.4 75 4 4 4 6 54.609 50 5 5 960 54.70 7.5 5 4000 07.0 7.5 5 4000.9 7.5 4 4 498.70 50 4 5 775 6.65 6.5 5 4 4 4000 6.06 50 5 4000.547 6.5 5 4000.4 7.5 6 4000 04.44 5 4 7 4000 8.80.5 5 5 4000 0.078 7.5

90 00 6 774.97 5 5 567 5.5 7.5 5 860.984 7.5 4 6 580 660.88 75 5 5 956.86 7.5 4 4 97 9.570 50 5 008 94.0 7.5 7 4000 9.88.5 4 5 0 4.4 6.5 5 4 4 9 78.74 50 4 4 4000 07.844 50 6 76 9.6570 5 5 8 8.70 7.5 4 7 99 5.89.5 5 7 689 4.609.5 5 4000 64.5 7.5 5 884 57.406 7.5 5 4000 556.579 6.5 4 4 4 74 48.5 50 5 4 4 4000 494.954 50 4 4 4000 74.56 50 4 4 4000 68.094 50 5 4000 76.65 6.5 4 6 4000 79.9 5 5 4 4 4000 76.56 50 6 4000 7.7 5 5 4000 9.90 7.5 4 4 868 68.5 50 4 5 4000 0.906 7.5 5 6 4000 8.797 5 5 458 94.44 6.5 4 4 965 407.875 50 6 664 707.609 5 4 5 087 495.05 7.5 5 5 4000 74.88 6.5 5 494 67.88 6.5 5 50.7 7.5 6 8.0 5 4 6 969 0.06 5 5 5 90 99.0 6.5 5 4000.06 7.5 4 4 4 6.796 50 4 4 66 47.05 50 4 6 4000 7.594 5 5 6 468.75 5 4 4 87 44.4 50 4 4 68 08.44 50 5 4000 755.09 7.5 4 4 4 4000 8.0 50 5 4 4 07 877.546 50 6 4000 4.44 5 5 670 7.87 6.5 4 4 84 44.9 50 4 4 4 45 54.094 50 5 6 4000 409.454 5 7 4000 6.0.5 5 809 57.484 7.5 5 4000 8.469 7.5 4 6 4000 8.9 5 5 7 4000 5.797.5

Lampiran 7 Tabel nilai akurasi toleransi kesalahan 0.000 0 0 4 4 4000 78.89 50 6 4000 78.56 5 5 4000 79.05 7.5 4 4 4 4000 84.765 50 5 7 4000 0.65.5 6 570.450 5 6 4000 5.9 5 6 4000 55.797 5 4 6 55.954 5 5 6 558 9.9680 5 5 4000.80 7.5 6 478 4.780 5 6 4 7.7970 5 4 6 4000 6.880 5 5 6 640 4.4850 5 5 4000 59.88 7.5 5 4000 60.0 7.5 5 4000 60.7 7.5 4 6 4000 60.9 5 5 5 4000 60.04 7.5 6 4000 5.594 5 5 4000 4.765 7.5 6 4000 5.5 5 4 5 4000 5.484 7.5 5 6 4000 54.48 5 6 4000 9.88 5 5 4000.7 7.5 6 4000.0780 5 4 6 4000.5 5 5 6 4000.75 5 7 4000 7.9.5 6 6 8.55 5 5 08 78.985 7.5 4 4 4 4000 45.766 50 5 6 49 8. 5 5 4000 9.547 7.5 4 4 4000 0.656 50 5 55 5.594 6.5 4 6 4000 96.8 5 5 6 4000 96.4840 5 5 88 6.75 7.5 6 4000 4.06 5 6 4000 9.45 5 4 6 4000 6.560 5 5 6 669 6.870 5 6 4000 06.0 5 5 4000 06.09 7.5 5 4000 05.67 6.5 4 5 4000 06.9 7.5 5 7 4000 06.56.5 6 4000 8.875 5 5 4000 79.9 7.5 5 4000 85.8 7.5 4 4 4 4000 85.906 50 5 6 4000 87.97 5 7 4000 4.5.5 7 4000 40.0.5 4 4 4000 4.89 50 4 6 4000 4.06 5 5 4 4 4000 4.875 50

4 0 40 4 4 79 8.859 50 4 4 4000 55.797 50 5 4000 5.9 7.5 4 5 4000 57.046 5 5 4 4 4000 59.89 50 5 8 44.609 6.5 6 4000 6.906 5 7 4000 5.547.5 4 5 407.657 7.5 5 6 86 6.0 5 4 4 4000 48.98 50 4 4 9 4.5 50 6 804 9.5000 5 4 5 457 40.0 7.5 5 7 4000 45.094.5 4 4 4000 457.906 50 4 4 4000 46.969 50 6 4000 509.89 75 4 5 4000 498.4 7.5 5 5 4000 58.9 6.5 5 4000.688 7.5 4 4 4000. 50 4 4 4000 7.65 50 4 6 4000 4.4 5 5 4 4 4000.7 50 5 4000 47.89 7.5 7 4000 4.48.5 6 4000 8.84 5 4 5 4000 4.687 7.5 5 5 4000 4.78 7.5 6 486 94.660 5 6 4000 76.859 5 0 8 4000 04.859 0 4 4 4 447 76.95 50 5 5 98 67.4 6.5 6 894 0.5 5 5 4000 67.766 6.5 4 4 4000 69.06 50 4 6 89 40.484 5 5 5 4 07.4840 6.5 4 4 4000 55.7 50 6 4000 50.98 5 6 4000 5. 5 4 6 4000 5.95 5 5 5 088 4.985 7.5 4 4 4000 689.87 50 5 4000 690.8 6.5 4 4 4000 695.8 50 4 5 4000 666.96 7.5 5 5 4000 668.65 7.5 6 4000 66.4 5 4 4 4000 58.468 50 5 4000 56.078 6.5 4 6 4000 54.0 75 5 5 4000 5.88 7.5 4 4 4000 47.047 50 5 4000 47.64 7.5 5 4000 46.9 6.5 4 4 4 4000 45.65 50 5 6 4000 47.790 5

5 50 60 5 486 0.8 7.5 5 4000 96.88 6.5 5 866 8.9 7.5 4 6 50 8. 5 5 6 4000 849.906 5 4 4 4000.79 50 5 4000 4.078 7.5 6 48 8.40 5 4 6 46 6.06 5 5 5 098.060 6.5 5 4000 6.880 7.5 4 4 59 5.06 50 7 4000 70.5790.5 4 6 4000 66.06 5 5 4 4 0 0.0780 50 6 4000 87.44 5 5 4000 88.89 7.5 6 4000 799.906 6.5 4 5 4000 809.89 6.5 5 5 4000 85.75 6.5 5 4000 0.9 6.5 4 4 4000 0.7660 50 5 4000 96.06 7.5 4 5 4000 99.4680 6.5 5 5 4000 9.656 6.5 5 4000 60.5 7.5 6 4000 6.56 5 6 4000 58.880 5 4 7 4000 58.65.5 5 4 4 4000 6.5 50 4 4 4000 0.88 50 5 656 70.88 7.5 4 4 4000 057.9 50 4 6 048 87.8 75 5 6 4000 05.8 5 6 09 44.969 75 5 4.5 7.5 7 4000 79.89.5 4 4 4 679 40.45 50 5 6 97 8.5 5 5 0 0.09 7.5 5 4000 7.594 7.5 5 977 6.766 7.5 4 5 4000 70.547 7.5 5 5 4000 74.40 7.5 5 4000 99.9 6.5 6 4000 0.547 75 5 4000 5.64 6.5 4 5 4000 99.09 7.5 5 5 4000 005.67 7.5 5 4000 9.48 7.5 6 4000 5.6570 5 5 4000 5.4 7.5 4 4 4 4000 47.6 50 5 5 4000 5.74 7.5 6 4000 55.95 5 6 4000 69.8 5 7 4000 58.4.5 4 4 4 4000 58.87 50 5 4 4 4000 7.80 50

6 70 80 4 4 4000 0.4 50 4 4 4000 47.5 50 5 96 74.906 6.5 4 5 0 58.64 7.5 5 5 4000 4.047 7.5 5 590 9.70 7.5 5 885 7.890 7.5 5 968 7.8 6.5 4 4 4 4000 00.4 50 5 6 455 6.97 5 5 4000 85.7 7.5 6 4000 85.590 5 4 4 88 7.060 50 4 5 586.560 7.5 5 5 4000 89.594 7.5 5 4000 9.484 6.5 4 4 4000 54.796 50 5 4000.766 7.5 4 6 4000 68.078 75 5 4 4 4000 9.95 50 4 4 4000 9.047 50 4 4 4000 9.844 50 5 4000 96. 7.5 4 5 4000 89.64 6.5 5 5 4000 7.8 6.5 4 4 4000 84.70 50 4 4 4000 85.7 50 6 4000 79.79 5 4 6 4000 8.75 5 5 6 4000 79.87 5 4 4 57 5.57 50 5 4 74.89 7.5 6 604 8.9 5 4 4 4 8 49.74 50 5 5 006 8.48 6.5 4 4 4000 56.56 50 5 4000 45.469 6.5 4 4 78 5.55 50 4 7 9 7.5.5 5 6 4000 44.875 5 7 58 40.47.5 5 4000 94.090 6.5 5 4000 9.78 7.5 4 6 986 45.484 75 5 4 4 4000 96.6870 50 4 4 4000 5.4 50 5 4000 8.75 6.5 4 4 4000 9.079 50 4 5 4000 06.05 6.5 5 4 4 4000 400.78 50 5 4000.70 6.5 5 4000 6.0 6.5 5 4000 4.406 7.5 4 4 4 4000 4.046 50 5 5 4000 45. 6.5 6 4000 90.660 5 4 4 4000 90.5 50 5 4000 9.09 7.5 4 6 4000 95.87 5 5 6 4000 9.6570 5

7 90 00 6 807 9.74 5 5 4000 59.985 6.5 5 47 66.594 7.5 4 4 4 7 4.70 50 5 5 686 76.906 7.5 6 500 7.094 5 6 68 08.78 5 7 47 7.56.5 4 6 7 6.4 5 5 4 4 4000 77.5 50 6 4000 06.97 5 4 4 4000 06.65 50 6 87 60.985 5 4 6 77 0.700 5 5 7 546 8.97.5 5 4000 450.59 6.5 4 4 4000 467.89 50 5 4000 57.44 6.5 4 4 4 4000 46.7 50 5 5 4000 45.9 6.5 5 4000 66.657 7.5 5 4000 77.64 6.5 4 4 4000 8.9 50 4 5 4000 9.844 6.5 5 4 4 4000 90.06 50 7 4000 04.65.5 7 4000 06.469.5 5 4000 05.50 7.5 4 6 4000 05.88 5 5 5 4000 00.0 7.5 6 048 89.06 5 4 4 776 69.79 50 6 5 66.688 5 4 5 4000 75.766 7.5 5 5 94 54.797 6.5 5 4000 406.59 6.5 4 4 66 48.578 50 5 4000 48.7 6.5 4 5 4000 47.688 7.5 5 5 55 56.97 7.5 5 95 5.0 7.5 5 7 0.7660 7.5 5 77 9.79 7.5 4 5 705 05.844 7.5 5 4 4 0 7.56 50 5 99 67.87 7.5 5 4000 65.8 6.5 5 4000 544.6 6.5 4 5 4000 589.78 7.5 5 5 74 57. 6.5 4 4 4000 404.765 50 5 4000 4.4 7.5 6 4000 447.8 5 4 4 4 4000 45.56 50 5 5 4000 45.87 6.5 5 4000.5 7.5 6 4000 4.88 5 5 4000 5.88 7.5 4 7 4000 4.64.5 5 4 4 4000 08. 50