LAMPIRAN 1
DAFTAR PUBLIKASI ILMIAH
No
Judul Artikel
Penulis
Publikasi
(Seminar /
Jurnal)
Waktu
Publikasi
Tempat
1
Pengenalan Bentuk
Wajah Manusia
Pada Citra
Menggunakan
Metode
Brain State In A Box
(BSB)
Juliansyah
Putra
Tanjung
Seminar
Nasional
Teknologi
Rekayasa
(SNTR III)
2016
17
Desember
2016
LAMPIRAN 2
DATA TRAINING
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
DENGAN POSISI KOORDINAT 0 DERAJAT
MEAN VARIANCE1 SKEWNESS KURTOSIS ENTROPY1
1 ABDUL JABBAR 140.0951765 1548.184471 1.08096824 3.705011108 6.957708791
2 ABIMANYU 88.33708333 1494.013736 0.262269497 3.08258585 7.07203215
3 ABIYU SYAUQI 143.4658824 1385.952601 0.987086315 4.112338797 7.056560316
4 ADLANI 105.9564935 1180.344471 1.136279651 4.132287291 6.84158863
5 ADWEREL 108.6141667 1702.487204 1.523365713 5.302138671 6.897075072
6 ALFAYED 163.597375 1648.310518 1.069564382 3.608701945 7.052367268
7 ALFIR YUANDA 113.835679 1386.878801 1.394208751 5.17283287 6.891377262
8 ALIF 146.1723611 1327.365986 1.180612365 4.430215786 6.949599281
9 ALIF AL AYUBA 126.0148 1091.054048 1.413848953 4.628573314 6.654728723
10 ARVI RAMADHANI 114.03475 837.4337924 0.876255003 3.718582979 6.697191284
11 BILAL AZZANI 78.87333333 1693.463689 1.480052278 4.501419333 6.772888405
12 CHAIRANDA
SAVERO 98.92111111 1329.591554 1.470533359 5.35692153 6.797727951
13 CHAIRUL AZMI 137.9414865 1615.776441 0.978031045 3.179630602 7.020600094
14 DAFFA ALFITRA 142.3729268 1242.311413 1.4744915 5.365382458 6.810129756
15 DAFFA SIREGAR 114.5270513 906.8518323 1.037701236 3.641759854 6.680016486
16 DEDI ANGGARA 123.0172857 1196.690701 0.984339055 3.686827139 6.826682576
17 DHYAN HANDI 127.8213924 1226.251517 1.205087131 3.936051754 6.815716631
18 DIMAS RH 167.677973 1717.986704 1.298186858 4.669166614 7.072484837
19 DZAKWAN 88.71302632 1303.887778 0.467594926 3.636003281 6.977043749
20 FADLUL ALBAN 141.0968 1621.380763 1.164681971 3.839225358 7.026006919
21 FAHMI IKRAM 128.3391781 1131.854547 0.975704408 4.104222231 6.830054179
22 FAJAR PRATAMA 152.4203797 1913.471509 1.384675774 4.379025363 7.006736446
23 FARHAN ARIQ 139.17 1932.1251 0.741809709 3.074446005 7.278458123
24 FARHAN IJLAL 123.153125 925.1203027 1.143555856 4.08451003 6.694129187
25 FARHAN TARIGAN 159.3009859 1043.401943 1.658589786 6.198103337 6.673207222
26 FAUZAN FARHAT 90.20021739 1274.512087 0.575529893 3.847445982 7.045345394
27 FAUZAN GALIH 126.8921333 1327.895165 1.159571162 3.616969777 6.805283597
28 FAUZI FARHAT 77.65190476 1246.515496 1.123561395 3.652174071 6.788116426
29 FAUZI RAMADHANA 126.7324051 838.0843423 1.140661673 4.419159128 6.66893173
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
DENGAN POSISI KOORDINAT 0 DERAJAT
MEAN VARIANCE1 SKEWNESS KURTOSIS ENTROPY1
31 GIYAT SAHAS 134.565443 1292.186983 1.362145657 4.285563026 6.740993915
32 HAFIZ HARDI 103.0023611 1273.651244 0.978699154 4.133002474 6.948205428
33 HAFIZ ICHSANUL 105.9018421 1215.345365 1.071597542 3.995894909 6.883283808
34 HAIKAL SUNGKAR 141.4330137 1731.616198 0.951132409 3.26684033 7.118102831
35 HARIS FATHANAYA 162.9785714 1183.493827 1.409565486 4.973050581 6.79105277
36 IDHAM 163.33025 1403.839185 1.349620609 5.076209868 6.909802754
37 ILMAN NAFIYAN 125.1865753 987.6262855 1.145255589 4.180233576 6.754842226
38 IMAN FERDIANSYAH 135.1385915 1254.923328 1.407628665 4.433251285 6.689294287
39 IQBAL PRAWIRA 126.9539189 1235.780174 1.131270723 3.581499759 6.791729613
40 IRVAN 137.4810448 1463.943671 1.056318704 3.583787182 6.977857937
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
DENGAN POSISI KOORDINAT 0 DERAJAT
ASM CONTRAST CORRELATION VARIANCE2 IDM ENTROPY2
1 ABDUL JABBAR 15353 2085479.5 5.8541E-17 7.29261E+16 3328.257115 25480.00005
2 ABIMANYU 12926.75 1508488.5 3.00891E-16 1.68519E+16 2811.984541 18051.11953
3 ABIYU SYAUQI 15400.75 2111723 5.59703E-17 7.60391E+16 3268.898596 24220.16639
4 ADLANI 13907.25 1345035 1.56085E-16 3.01954E+16 3022.355112 23430.16459
5 ADWEREL 15124.75 1256329.5 1.06928E-16 4.05282E+16 3517.367493 27890.7139
6 ALFAYED 14529.5 2114337 5.33621E-17 8.45388E+16 2835.152143 21048.55834
7 ALFIR YUANDA 14721 1326221.5 1.09311E-16 4.07324E+16 3044.372661 24812.80983
8 ALIF 12990.75 1999251.5 1.05029E-16 4.804E+16 2737.161156 19396.34806
9 ALIF AL AYUBA 13530 1584319 1.20331E-16 4.02594E+16 2951.56365 24120.12104
10 ARVI RAMADHANI 14418.25 1416156 1.13828E-16 3.99372E+16 3245.292067 25860.00237
11 BILAL AZZANI 13288 1251158 3.38673E-16 1.45648E+16 3289.361213 23794.42184
12 CHAIRANDA
SAVERO 16235.5 1674555.5 9.67673E-17 4.17195E+16 3693.333343 30887.51811
13 CHAIRUL AZMI 13433.5 2027664.5 1.03087E-16 4.73316E+16 2635.867751 19090.06458
14 DAFFA ALFITRA 14788.75 1694196 6.63578E-17 6.67906E+16 3323.472891 26667.64093
15 DAFFA SIREGAR 14140 1542026 1.21685E-16 3.8094E+16 2980.901652 25233.41013
16 DEDI ANGGARA 12702.75 2224728 1.63604E-16 3.15396E+16 2417.011888 18620.5017
17 DHYAN HANDI 14322.5 1786597.5 9.32098E-17 4.90976E+16 2885.896281 23253.12331
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
DENGAN POSISI KOORDINAT 0 DERAJAT
ASM CONTRAST CORRELATION VARIANCE2 IDM ENTROPY2
19 DZAKWAN 13648.5 1329105.5 2.41401E-16 1.98939E+16 3138.378609 22314.12761
20 FADLUL ALBAN 13687 1746271 9.10396E-17 5.26023E+16 2517.453199 19232.4966
21 FAHMI IKRAM 13214.25 1823630 1.28334E-16 3.86511E+16 2701.912588 20767.55232
22 FAJAR PRATAMA 14270.25 2038109 6.64832E-17 6.90872E+16 3093.338121 22849.77564
23 FARHAN ARIQ 13774.75 2480301.5 9.17553E-17 5.18595E+16 2150.687145 14739.82344
24 FARHAN IJLAL 11596.25 1076979 2.35246E-16 2.40279E+16 2263.36761 18127.64308
25 FARHAN TARIGAN 12855 1499957 9.30755E-17 5.47822E+16 2613.486995 22275.58164
26 FAUZAN FARHAT 16630 1884670 1.05222E-16 3.74569E+16 3607.389691 26793.86859
27 FAUZAN GALIH 13626 1698105.5 1.16826E-16 4.11751E+16 2641.051112 21499.25798
28 FAUZI FARHAT 15101.5 1411284 2.09726E-16 2.0695E+16 3416.171316 27205.5053
29 FAUZI RAMADHANA 14348.75 1363453.5 9.36169E-17 4.87946E+16 2919.220479 26093.05587
30 GERRY ILMI SAGALA 12251.5 1208770.5 2.30094E-16 2.32518E+16 2509.419494 20433.71175
31 GIYAT SAHAS 14269.25 1965642 8.57106E-17 5.35927E+16 3089.89791 25403.49495
32 HAFIZ HARDI 12976.25 1238535 2.20274E-16 2.29316E+16 2793.557172 20085.90808
33 HAFIZ ICHSANUL 13738.5 1759824.5 1.63403E-16 2.91974E+16 2786.344988 21018.15689
34 HAIKAL SUNGKAR 13227.75 2057654.5 1.03611E-16 4.78248E+16 2539.834556 17007.31943
35 HARIS FATHANAYA 12641 1386122.5 9.43646E-17 5.49488E+16 2604.22086 20620.57885
36 IDHAM 14448.5 1932959 5.53402E-17 8.19741E+16 3122.989531 23634.05818
37 ILMAN NAFIYAN 13275.25 1483347.5 1.31841E-16 3.74499E+16 2543.618903 21270.62307
38 IMAN FERDIANSYAH 12634 1550523 1.37981E-16 3.76E+16 3056.503793 22418.25532
39 IQBAL PRAWIRA 13390 1559710.5 1.24455E-16 3.93325E+16 2749.961366 22067.70287
NO NAMA
HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR CIRI ORDE 1, CIRI ORDE 2 DAN DCT
DENGAN POSISI KOORDINAT 0 DERAJAT
CIRI ORDE SATU & DCT
CIRI ORDE DUA & DCT
CIRI ORDE SATU, DUA & DCT
1 ABDUL JABBAR 760.2735483 1.23319E+16 9.10774E+15
2 ABIMANYU 712.3073729 2.84969E+15 2.10463E+15
3 ABIYU SYAUQI 689.4130608 1.28584E+16 9.49653E+15
4 ADLANI 580.6671054 5.1061E+15 3.77111E+15
5 ADWEREL 816.0860799 6.8534E+15 5.06157E+15
6 ALFAYED 815.5559424 1.42957E+16 1.05581E+16
7 ALFIR YUANDA 677.1587064 6.88792E+15 5.08707E+15
8 ALIF 664.6035763 8.12366E+15 5.99972E+15
9 ALIF AL AYUBA 549.9680739 6.80795E+15 5.028E+15
10 ARVI RAMADHANI 430.5596169 6.75346E+15 4.98776E+15
11 BILAL AZZANI 798.3171353 2.46294E+15 1.819E+15
12 CHAIRANDA SAVERO 644.9436523 7.05485E+15 5.21035E+15
13 CHAIRUL AZMI 789.2855705 8.00386E+15 5.91124E+15
14 DAFFA ALFITRA 625.3541297 1.12944E+16 8.34148E+15
15 DAFFA SIREGAR 461.8546357 6.44176E+15 4.75756E+15
16 DEDI ANGGARA 595.3333481 5.33341E+15 3.93899E+15
17 DHYAN HANDI 610.9070828 8.3025E+15 6.1318E+15
18 DIMAS RH 849.1264731 1.19026E+16 8.79068E+15
19 DZAKWAN 627.7454264 3.3641E+15 2.48455E+15
20 FADLUL ALBAN 793.5838692 8.89516E+15 6.56951E+15
21 FAHMI IKRAM 568.9020723 6.53597E+15 4.82714E+15
22 FAJAR PRATAMA 929.6060527 1.16828E+16 8.6283E+15
23 FARHAN ARIQ 931.2730359 8.76954E+15 6.47673E+15
24 FARHAN IJLAL 474.1338964 4.06316E+15 3.00084E+15
25 FARHAN TARIGAN 544.36307 9.26379E+15 6.84176E+15
26 FAUZAN FARHAT 615.4466856 6.33404E+15 4.678E+15
27 FAUZAN GALIH 655.7802077 6.96278E+15 5.14236E+15
28 FAUZI FARHAT 597.3571763 3.49956E+15 2.5846E+15
29 FAUZI RAMADHANA 436.948031 8.25127E+15 6.09397E+15
30 GERRY ILMI SAGALA 471.7566023 3.93192E+15 2.90392E+15
31 GIYAT SAHAS 643.6034786 9.06262E+15 6.69319E+15
32 HAFIZ HARDI 621.0515631 3.87777E+15 2.86392E+15
33 HAFIZ ICHSANUL 596.2242637 4.93735E+15 3.64647E+15
34 HAIKAL SUNGKAR 842.7227195 8.08727E+15 5.97285E+15
NO NAMA
HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR CIRI ORDE 1, CIRI ORDE 2 DAN DCT
DENGAN POSISI KOORDINAT 0 DERAJAT
CIRI ORDE SATU & DCT
CIRI ORDE DUA & DCT
CIRI ORDE SATU, DUA & DCT
36 IDHAM 706.8233542 1.3862E+16 1.02378E+16
37 ILMAN NAFIYAN 503.0675291 6.33285E+15 4.67712E+15
38 IMAN FERDIANSYAH 627.2582531 6.35824E+15 4.69587E+15
39 IQBAL PRAWIRA 614.5781822 6.6512E+15 4.91224E+15
40 IRVAN 721.3746162 5.96606E+15 4.40623E+15
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
DENGAN POSISI KOORDINAT 15 DERAJAT KIRI
MEAN VARIANCE1 SKEWNESS KURTOSIS ENTROPY1
1 ABDUL JABBAR 154.6607692 1224.003128 1.361733715 4.793839164 6.767829683
2 ABIMANYU 65.66468354 1174.507183 0.920478109 5.000678185 6.881897879
3 ABIYU SYAUQI 149.7441176 1440.723818 0.930970791 3.819576428 7.1040046
4 ADLANI 102.4335065 1289.79441 1.27836323 4.328484235 6.779074366
5 ADWEREL 101.0739241 1239.837067 1.850806737 6.781398377 6.598649989
6 ALFAYED 155.7039286 1396.839366 1.097735037 3.665547654 6.930144556
7 ALFIR YUANDA 114.8562791 1325.644228 1.435257406 5.20663484 6.713086726
8 ALIF 159.4384337 1523.690306 1.521262918 4.992787258 6.869480835
9 ALIF AL AYUBA 124.9040541 1027.794038 1.350052172 4.444386162 6.6352679
10 ARVI RAMADHANI 116.9029167 672.9023804 0.81234465 3.944860369 6.597348317
11 BILAL AZZANI 73.12472222 1541.378055 1.93389775 6.133616924 6.472936089
12 CHAIRANDA
SAVERO 97.58631579 968.0503391 1.649865536 6.972307314 6.602476618
13 CHAIRUL AZMI 110.9459211 1628.456154 0.668502899 2.298561292 6.992562016
14 DAFFA ALFITRA 149.6462195 1282.041547 1.492169124 5.575633128 6.823866617
15 DAFFA SIREGAR 120.7864474 1046.498474 0.898776033 3.925884992 6.797811972
16 DEDI ANGGARA 123.0740278 1277.32577 1.048122093 3.69680914 6.837892067
17 DHYAN HANDI 130.4197333 1259.695024 1.351081537 4.242242644 6.760211568
18 DIMAS RH 159.8065789 1633.307325 1.105990539 4.292879109 7.143294106
19 DZAKWAN 83.38552632 980.0553168 0.166008477 2.843113849 6.914543412
20 FADLUL ALBAN 139.307013 1472.275353 1.041026275 3.64547453 7.032530162
21 FAHMI IKRAM 143.4791892 1125.69281 1.332495152 4.502337451 6.759139176
22 FAJAR PRATAMA 160.202716 1826.428042 1.386389426 4.548982965 7.02525129
23 FARHAN ARIQ 149.6829167 2446.381819 0.73366063 2.793950258 7.391022049
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
DENGAN POSISI KOORDINAT 15 DERAJAT KIRI
MEAN VARIANCE1 SKEWNESS KURTOSIS ENTROPY1
25 FARHAN TARIGAN 158.7851351 1222.632482 1.418857802 4.715986883 6.724415119
26 FAUZAN FARHAT 85.2746988 1173.02695 0.375547764 3.645742522 6.98614061
27 FAUZAN GALIH 127.3597368 1429.59401 1.149790484 3.443149726 6.833752748
28 FAUZI FARHAT 73.38901235 1349.987064 1.374061369 4.363633458 6.64066751
29 FAUZI RAMADHANA 129.9686585 759.9023104 1.171808991 5.160779017 6.647376216
30 GERRY ILMI SAGALA 103.9408955 1497.143969 0.897024205 2.739985203 6.869185545
31 GIYAT SAHAS 137.523375 1298.297704 1.414201212 4.325449732 6.698311436
32 HAFIZ HARDI 101.7864634 1222.346231 1.438367148 5.09417727 6.660813274
33 HAFIZ ICHSANUL 105.2614286 1285.207889 1.170775286 4.293269401 6.795027526
34 HAIKAL SUNGKAR 132.2601351 1502.025978 1.028720742 3.378170447 6.979541406
35 HARIS FATHANAYA 156.9326761 1427.433777 1.315678224 4.246556645 6.85397827
36 IDHAM 125.1878667 1061.334973 1.059027215 3.89485492 6.78126854
37 ILMAN NAFIYAN 125.1575 994.9040095 1.046419665 3.803533743 6.768765664
38 IMAN FERDIANSYAH 135.7217808 1299.368484 1.305651915 3.956821168 6.715698354
39 IQBAL PRAWIRA 135.2625 1247.803594 1.259797118 3.899749648 6.761273704
40 IRVAN 145.3441429 1571.885423 1.117291262 3.63111302 6.987271805
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
DENGAN POSISI KOORDINAT 15 DERAJAT KIRI
ASM CONTRAST CORRELATION VARIANCE2 IDM ENTROPY2
1 ABDUL JABBAR 14024.5 1470992.5 6.93447E-17 6.73971E+16 3198.104558 25706.96407
2 ABIMANYU 14027.5 1219721 3.92297E-16 1.1911E+16 3561.416696 25192.35394
3 ABIYU SYAUQI 15369.75 1569044.5 5.21362E-17 8.17957E+16 3340.797942 24261.00903
4 ADLANI 13752.5 1236445 1.73998E-16 2.73916E+16 3358.2753 25163.31297
5 ADWEREL 13955.5 1010114 1.70106E-16 2.76107E+16 3779.757586 29342.43857
6 ALFAYED 15200 1872781 4.94467E-17 8.7208E+16 3220.583729 25414.04847
7 ALFIR YUANDA 15430.75 1458120 8.93256E-17 4.75525E+16 3731.44125 30427.96362
8 ALIF 14980.5 1693331.5 5.01334E-17 8.7274E+16 3328.104823 26842.12956
9 ALIF AL AYUBA 13295.25 1258384 1.31884E-16 3.73814E+16 3005.532509 24380.72267
10 ARVI RAMADHANI 12915 1154126 1.70351E-16 2.97925E+16 2983.99384 23178.38919
11 BILAL AZZANI 12441 1558808 5.14887E-16 1.02325E+16 3746.364603 26425.27976
12 CHAIRANDA
SAVERO 16978.75 1710644.5 8.34093E-17 4.62819E+16 4272.538012 36678.3695
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
DENGAN POSISI KOORDINAT 15 DERAJAT KIRI
ASM CONTRAST CORRELATION VARIANCE2 IDM ENTROPY2
14 DAFFA ALFITRA 14836.25 1873428 6.01691E-17 7.34244E+16 3210.133151 26419.56495
15 DAFFA SIREGAR 13741.5 1690252 1.23307E-16 3.86832E+16 2926.53126 23350.88028
16 DEDI ANGGARA 13042.25 1697041 1.47495E-16 3.40734E+16 2583.883234 20339.14885
17 DHYAN HANDI 13592.75 2067464 1.10629E-16 4.3588E+16 2730.531446 21978.95341
18 DIMAS RH 13810.25 2000583.5 6.95416E-17 6.82491E+16 2743.526799 19369.69816
19 DZAKWAN 13619.25 1352330.5 2.763E-16 1.74185E+16 3214.762596 23278.71779
20 FADLUL ALBAN 14024 1748243.5 8.49025E-17 5.5049E+16 2621.843441 20171.61734
21 FAHMI IKRAM 13418.25 1530906 9.67564E-17 5.04858E+16 2690.770392 22238.98659
22 FAJAR PRATAMA 14661.5 2357987.5 5.39954E-17 8.27949E+16 3120.496512 23323.01417
23 FARHAN ARIQ 13177.5 2159844 9.58453E-17 5.1897E+16 2158.39262 13164.12346
24 FARHAN IJLAL 12598.75 1099087 1.75645E-16 2.96201E+16 2700.477291 21162.30526
25 FARHAN TARIGAN 13371.5 1568628.5 7.97612E-17 6.14573E+16 2845.441123 23902.36965
26 FAUZAN FARHAT 14922 1305216.5 1.81234E-16 2.42365E+16 3432.731168 25179.7561
27 FAUZAN GALIH 13862.25 1791259.5 1.07691E-16 4.39065E+16 2540.10761 21221.99033
28 FAUZI FARHAT 14276.5 1456165.5 2.91617E-16 1.57437E+16 3864.406067 28892.92518
29 FAUZI RAMADHANA 14895.75 1519302 7.75729E-17 5.67239E+16 3064.41501 28341.26997
30 GERRY ILMI SAGALA 12100.5 1305381 2.78201E-16 1.9471E+16 2448.528919 18161.86316
31 GIYAT SAHAS 14477.25 1833362.5 7.76244E-17 5.83251E+16 3153.979858 26613.9407
32 HAFIZ HARDI 14487 1231062 1.44304E-16 3.13534E+16 4054.801811 30664.76229
33 HAFIZ ICHSANUL 13736.75 1544927.5 1.66825E-16 2.86021E+16 3371.749041 24442.23864
34 HAIKAL SUNGKAR 13421.75 1754195 1.12249E-16 4.35066E+16 2675.001776 19560.47112
35 HARIS FATHANAYA 12789.75 1265093.5 9.71875E-17 5.27322E+16 2666.269593 20300.09245
36 IDHAM 13484.25 1416251.5 1.24566E-16 3.90228E+16 2952.024422 22519.00298
37 ILMAN NAFIYAN 13860 1480543 1.10632E-16 4.27461E+16 2612.833359 22425.12496
38 IMAN FERDIANSYAH 13072.5 1495584.5 1.19592E-16 4.19264E+16 3024.365493 22990.20063
39 IQBAL PRAWIRA 13744.5 1671634.5 9.93713E-17 4.79903E+16 2884.070828 23181.33821
NO NAMA
HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR CIRI ORDE 1, CIRI ORDE 2 DAN DCT
DENGAN POSISI KOORDINAT 15 DERAJAT KIRI
CIRI ORDE SATU & DCT
CIRI ORDE DUA & DCT
CIRI ORDE SATU, DUA & DCT
1 ABDUL JABBAR 622.3367596 1.1397E+16 8.41723E+15
2 ABIMANYU 560.3474194 2.01417E+15 1.48756E+15
3 ABIYU SYAUQI 716.5804009 1.38318E+16 1.02155E+16
4 ADLANI 628.1624048 4.63197E+15 3.42094E+15
5 ADWEREL 606.485071 4.66903E+15 3.44831E+15
6 ALFAYED 699.5479284 1.4747E+16 1.08914E+16
7 ALFIR YUANDA 650.1839393 8.04122E+15 5.93884E+15
8 ALIF 758.7033524 1.47582E+16 1.08997E+16
9 ALIF AL AYUBA 521.0609917 6.32126E+15 4.66856E+15
10 ARVI RAMADHANI 358.2895773 5.03798E+15 3.72079E+15
11 BILAL AZZANI 728.5302794 1.73034E+15 1.27794E+15
12 CHAIRANDA SAVERO 483.3758701 7.82635E+15 5.78015E+15
13 CHAIRUL AZMI 782.3383364 5.50693E+15 4.06713E+15
14 DAFFA ALFITRA 646.4827767 1.24162E+16 9.16998E+15
15 DAFFA SIREGAR 527.2234147 6.5414E+15 4.83115E+15
16 DEDI ANGGARA 631.4578247 5.76188E+15 4.25543E+15
17 DHYAN HANDI 627.2028879 7.37083E+15 5.44372E+15
18 DIMAS RH 807.5139423 1.15411E+16 8.52363E+15
19 DZAKWAN 480.0232013 2.9455E+15 2.1754E+15
20 FADLUL ALBAN 725.9624545 9.30889E+15 6.87507E+15
21 FAHMI IKRAM 573.2231685 8.53725E+15 6.30518E+15
22 FAJAR PRATAMA 894.2444514 1.40008E+16 1.03403E+16
23 FARHAN ARIQ 1165.878406 8.77588E+15 6.48142E+15
24 FARHAN IJLAL 484.1949935 5.00881E+15 3.69925E+15
25 FARHAN TARIGAN 623.5395751 1.03925E+16 7.67541E+15
26 FAUZAN FARHAT 567.6522774 4.09844E+15 3.0269E+15
27 FAUZAN GALIH 701.4010558 7.42467E+15 5.48348E+15
28 FAUZI FARHAT 642.088905 2.66228E+15 1.96623E+15
29 FAUZI RAMADHANA 403.767212 9.59212E+15 7.08425E+15
30 GERRY ILMI SAGALA 720.7254323 3.29259E+15 2.43174E+15
31 GIYAT SAHAS 647.6811329 9.8629E+15 7.28423E+15
32 HAFIZ HARDI 598.0703923 5.30192E+15 3.91573E+15
33 HAFIZ ICHSANUL 627.3192066 4.83668E+15 3.57212E+15
34 HAIKAL SUNGKAR 735.9671364 7.35705E+15 5.43354E+15
NO NAMA
HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR CIRI ORDE 1, CIRI ORDE 2 DAN DCT
DENGAN POSISI KOORDINAT 15 DERAJAT KIRI
CIRI ORDE SATU & DCT
CIRI ORDE DUA & DCT
CIRI ORDE SATU, DUA & DCT
36 IDHAM 535.8772641 6.59883E+15 4.87356E+15
37 ILMAN NAFIYAN 506.102784 7.22845E+15 5.33857E+15
38 IMAN FERDIANSYAH 647.1486785 7.08983E+15 5.23619E+15
39 IQBAL PRAWIRA 623.8571136 8.11525E+15 5.99351E+15
40 IRVAN 773.2167623 7.66988E+15 5.66459E+15
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
DENGAN POSISI KOORDINAT 15 DERAJAT KANAN
MEAN VARIANCE1 SKEWNESS KURTOSIS ENTROPY1
1 ABDUL JABBAR 145.085875 1209.88175 0.961659513 3.854020777 6.893660637
2 ABIMANYU 77.30105263 1061.852262 0.009836484 2.515201664 6.865430636
3 ABIYU SYAUQI 141.2560714 1835.699785 1.065869008 3.559769516 7.079627658
4 ADLANI 90.65633803 741.3362626 1.019603306 5.059223392 6.604980071
5 ADWEREL 101.1385366 1146.766661 1.627638128 6.860503196 6.707889638
6 ALFAYED 162.2264286 2020.646111 1.11282289 3.608636013 7.120350911
7 ALFIR YUANDA 108.154 1253.714551 1.618957402 6.31923891 6.755961243
8 ALIF 139.1463768 1865.722922 1.212390588 3.724489436 6.984729167
9 ALIF AL AYUBA 126.7436111 1150.870654 1.311578748 4.449353279 6.716758617
10 ARVI RAMADHANI 116.8548684 980.875121 1.047595721 3.825545528 6.707266693
11 BILAL AZZANI 66.39205479 1407.659992 1.521018487 4.612111197 6.571267003
12 CHAIRANDA
SAVERO 98.66577778 1201.87874 1.57963375 5.852881923 6.745565027
13 CHAIRUL AZMI 126.322875 1198.332377 0.762560636 3.033831252 6.942212276
14 DAFFA ALFITRA 148.2898734 1605.189644 1.532677538 4.957573421 6.82098697
15 DAFFA SIREGAR 115.360274 1129.591847 1.039111257 3.579683921 6.787378936
16 DEDI ANGGARA 118.6452857 1266.404321 0.989747265 3.209026973 6.858338103
17 DHYAN HANDI 127.4924 1453.560076 1.200220962 3.884458135 6.89899021
18 DIMAS RH 155.8718421 1593.359891 1.23865518 4.556135578 7.047374911
19 DZAKWAN 82.18373333 1069.272909 0.479107702 3.592120691 6.865573101
20 FADLUL ALBAN 129.0812162 1748.890566 0.816248161 2.874815347 7.141846052
21 FAHMI IKRAM 136.9069863 1641.974225 1.195500873 3.68946141 6.915600258
22 FAJAR PRATAMA 171.8620988 2175.763576 1.429158738 4.243422388 6.982208812
23 FARHAN ARIQ 132.0367105 1945.637731 0.835673857 2.90091222 7.203703908
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
DENGAN POSISI KOORDINAT 15 DERAJAT KANAN
MEAN VARIANCE1 SKEWNESS KURTOSIS ENTROPY1
25 FARHAN TARIGAN 151.8797222 1431.227755 1.22314434 3.87032478 6.847039007
26 FAUZAN FARHAT 83.72222222 1346.48484 0.397868806 3.284230064 7.055859055
27 FAUZAN GALIH 128.5690909 1228.547564 1.103320023 3.561483835 6.819525385
28 FAUZI FARHAT 75.97609756 1504.172599 1.431187151 4.810527107 6.893291843
29 FAUZI RAMADHANA 122.8801205 1200.361894 1.058984315 3.647951345 6.862638069
30 GERRY ILMI SAGALA 122.6190541 1301.987177 1.232536193 4.154279561 6.838304432
31 GIYAT SAHAS 136.0060256 1324.707528 1.215953792 3.856496493 6.819204496
32 HAFIZ HARDI 103.9383117 1281.26074 1.093351591 4.169167385 6.96204189
33 HAFIZ ICHSANUL 104.7193333 1025.159493 1.100987969 4.395069727 6.815996551
34 HAIKAL SUNGKAR 139.1402703 1673.620054 0.977700186 3.347425036 7.04419453
35 HARIS FATHANAYA 157.2763889 1509.111109 1.314187645 4.378371747 6.93520806
36 IDHAM 156.8693333 1736.076526 1.08386732 3.779646758 7.090299786
37 ILMAN NAFIYAN 123.942987 1341.569347 1.140429157 3.568749901 6.859448698
38 IMAN FERDIANSYAH 132.29875 1229.879776 1.22665594 3.931201958 6.794515148
39 IQBAL PRAWIRA 133.7741975 1454.071606 1.317966052 4.080530762 6.80525802
40 IRVAN 151.5909333 1610.683331 0.967075456 3.412194706 7.083113285
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
DENGAN POSISI KOORDINAT 15 DERAJAT KANAN
ASM CONTRAST CORRELATION VARIANCE2 IDM ENTROPY2
1 ABDUL JABBAR 14366.25 1484311.5 7.12128E-17 6.40677E+16 3310.287213 25239.93372
2 ABIMANYU 13632.25 1025605.5 3.23313E-16 1.48714E+16 3177.717402 23908.59963
3 ABIYU SYAUQI 15220.75 2428017 5.91703E-17 7.27775E+16 3211.454662 23498.34799
4 ADLANI 12503.5 917013 3.28586E-16 1.5954E+16 3458.873619 25406.86314
5 ADWEREL 14615 980421 1.43512E-16 3.12501E+16 3851.188444 30074.29513
6 ALFAYED 15273.25 2618321 4.41752E-17 9.71464E+16 3076.89214 22729.94572
7 ALFIR YUANDA 13450.25 1031171.5 1.74727E-16 2.78903E+16 3157.093428 24383.77597
8 ALIF 12435.25 2015145 1.36236E-16 3.86904E+16 2566.073192 17627.53773
9 ALIF AL AYUBA 12963.5 1531873.5 1.40572E-16 3.59688E+16 2888.016468 22315.53564
10 ARVI RAMADHANI 13655.25 1438768.5 1.33705E-16 3.59E+16 3113.683139 24633.08102
11 BILAL AZZANI 12771.25 1163160.5 5.65024E-16 9.08339E+15 3553.886279 25561.07367
12 CHAIRANDA
SAVERO 16093.75 1678846.5 1.01733E-16 4.00326E+16 4059.153875 32305.58928
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
DENGAN POSISI KOORDINAT 15 DERAJAT KANAN
ASM CONTRAST CORRELATION VARIANCE2 IDM ENTROPY2
14 DAFFA ALFITRA 14317.75 1784221 6.84855E-17 6.68447E+16 3013.891247 25236.49895
15 DAFFA SIREGAR 13159 1641969 1.57902E-16 3.15454E+16 2778.342549 21253.3581
16 DEDI ANGGARA 12712 2089197 1.73489E-16 2.97209E+16 2393.558946 18117.4732
17 DHYAN HANDI 13586.75 1986653 1.13743E-16 4.24133E+16 2687.059654 20715.39022
18 DIMAS RH 13797.5 2251711 7.26573E-17 6.53827E+16 2673.417787 19714.62947
19 DZAKWAN 13525.25 1337852.5 2.95966E-16 1.63741E+16 3055.504223 23477.69567
20 FADLUL ALBAN 13503.25 1576525 1.13539E-16 4.27524E+16 2517.795088 17900.09135
21 FAHMI IKRAM 13236.75 1884016.5 1.10975E-16 4.4621E+16 2664.770689 20307.69088
22 FAJAR PRATAMA 14658.25 2582724.5 4.66849E-17 9.57812E+16 3138.863261 23900.94152
23 FARHAN ARIQ 13894 2321466 9.75575E-17 4.83565E+16 2290.467304 15906.69714
24 FARHAN IJLAL 12930 1441072.5 1.50974E-16 3.35774E+16 2921.471933 22058.14772
25 FARHAN TARIGAN 12891 1253124.5 1.00455E-16 5.06159E+16 2948.051087 21950.80234
26 FAUZAN FARHAT 16275 1332177.5 1.35477E-16 2.97267E+16 3633.865852 28015.57731
27 FAUZAN GALIH 14007.5 1664775 1.00561E-16 4.6532E+16 2776.172795 22822.24636
28 FAUZI FARHAT 14799 1651354.5 2.41602E-16 1.83319E+16 3237.285138 25143.48587
29 FAUZI RAMADHANA 15061.75 1605480.5 8.10968E-17 5.3661E+16 3090.098569 25945.18354
30 GERRY ILMI SAGALA 13363 1391542 1.31936E-16 3.71772E+16 2807.629169 22211.87385
31 GIYAT SAHAS 14076 2106330.5 8.816E-17 5.28191E+16 3162.18493 24572.36495
32 HAFIZ HARDI 13963.75 1745981 1.59059E-16 2.95109E+16 2817.234181 20759.72678
33 HAFIZ ICHSANUL 13563.5 1646968 1.78363E-16 2.70937E+16 2890.252179 22091.17783
34 HAIKAL SUNGKAR 13383.5 1906118.5 1.02029E-16 4.80013E+16 2724.101455 19163.97234
35 HARIS FATHANAYA 13064 1811212 8.8122E-17 5.69358E+16 2574.114123 19502.99923
36 IDHAM 13569.5 2761046.5 7.56788E-17 6.38272E+16 2775.460474 18740.6019
37 ILMAN NAFIYAN 14029.5 1576320 1.05813E-16 4.41529E+16 2681.334664 22421.72568
38 IMAN FERDIANSYAH 12849.75 1435137.5 1.34108E-16 3.80363E+16 3123.773453 22022.14755
39 IQBAL PRAWIRA 14525 1808777 7.97127E-17 5.66104E+16 3294.529388 25651.7879
NO NAMA
HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR CIRI ORDE 1, CIRI ORDE 2 DAN DCT
DENGAN POSISI KOORDINAT 15 DERAJAT KANAN
CIRI ORDE SATU & DCT
CIRI ORDE DUA & DCT
CIRI ORDE SATU, DUA & DCT
1 ABDUL JABBAR 611.19652 1.0834E+16 8.00142E+15
2 ABIMANYU 513.644395 2.51479E+15 1.8573E+15
3 ABIYU SYAUQI 889.3562907 1.23068E+16 9.08919E+15
4 ADLANI 377.7507732 2.69785E+15 1.99249E+15
5 ADWEREL 564.876042 5.28446E+15 3.90283E+15
6 ALFAYED 981.5060953 1.64277E+16 1.21326E+16
7 ALFIR YUANDA 615.6175582 4.71631E+15 3.48322E+15
8 ALIF 901.9363132 6.54263E+15 4.83205E+15
9 ALIF AL AYUBA 576.9466619 6.08239E+15 4.49215E+15
10 ARVI RAMADHANI 496.0986913 6.07076E+15 4.48356E+15
11 BILAL AZZANI 664.8976946 1.53602E+15 1.13442E+15
12 CHAIRANDA SAVERO 587.9618203 6.76959E+15 4.99967E+15
13 CHAIRUL AZMI 597.2062877 8.39347E+15 6.19899E+15
14 DAFFA ALFITRA 790.1328463 1.13036E+16 8.34824E+15
15 DAFFA SIREGAR 561.8605102 5.33439E+15 3.93971E+15
16 DEDI ANGGARA 624.3579054 5.02587E+15 3.71185E+15
17 DHYAN HANDI 712.4274221 7.17218E+15 5.297E+15
18 DIMAS RH 788.023404 1.10563E+16 8.16565E+15
19 DZAKWAN 519.8381513 2.76889E+15 2.04496E+15
20 FADLUL ALBAN 844.6991374 7.22952E+15 5.33935E+15
21 FAHMI IKRAM 800.8172345 7.5455E+15 5.57272E+15
22 FAJAR PRATAMA 1055.549513 1.61968E+16 1.19621E+16
23 FARHAN ARIQ 934.0569038 8.17718E+15 6.03925E+15
24 FARHAN IJLAL 565.3170681 5.678E+15 4.19348E+15
25 FARHAN TARIGAN 713.3271447 8.55925E+15 6.32143E+15
26 FAUZAN FARHAT 644.4102032 5.02684E+15 3.71257E+15
27 FAUZAN GALIH 612.056967 7.86865E+15 5.81138E+15
28 FAUZI FARHAT 712.5381335 3.09995E+15 2.28947E+15
29 FAUZI RAMADHANA 596.9458897 9.07418E+15 6.70173E+15
30 GERRY ILMI SAGALA 642.5705149 6.28674E+15 4.64306E+15
31 GIYAT SAHAS 658.5690699 8.93181E+15 6.59658E+15
32 HAFIZ HARDI 624.9468382 4.99035E+15 3.68562E+15
33 HAFIZ ICHSANUL 510.8032904 4.5816E+15 3.38373E+15
34 HAIKAL SUNGKAR 815.7755768 8.11712E+15 5.99489E+15
NO NAMA
HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR CIRI ORDE 1, CIRI ORDE 2 DAN DCT
DENGAN POSISI KOORDINAT 15 DERAJAT KANAN
CIRI ORDE SATU & DCT
CIRI ORDE DUA & DCT
CIRI ORDE SATU, DUA & DCT
36 IDHAM 851.897032 1.07933E+16 7.97139E+15
37 ILMAN NAFIYAN 660.5706877 7.46634E+15 5.51426E+15
38 IMAN FERDIANSYAH 614.5300201 6.43201E+15 4.75035E+15
39 IQBAL PRAWIRA 715.5639159 9.57293E+15 7.07008E+15
40 IRVAN 793.2391438 1.03722E+16 7.66039E+15
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
DENGAN POSISI KOORDINAT 30 DERAJAT KIRI
MEAN VARIANCE1 SKEWNESS KURTOSIS ENTROPY1
1 ABDUL JABBAR 149.0031944 1133.437906 1.322382912 4.659963101 6.726292334
2 ABIMANYU 74.70138889 1196.733054 0.551850224 4.347523059 6.908258923
3 ABIYU SYAUQI 148.2158537 1470.919017 0.802813622 3.425410914 7.137796923
4 ADLANI 95.66178082 1132.983005 1.417178721 5.540753415 6.713310626
5 ADWEREL 100.2313253 1219.310585 2.191151285 8.217311 6.336064196
6 ALFAYED 155.167561 1471.517045 1.042175149 3.522442413 6.984567034
7 ALFIR YUANDA 109.527381 1505.165917 1.563736063 5.42956945 6.754784983
8 ALIF 145.8526027 1890.410329 1.156188357 3.451907975 7.030120354
9 ALIF AL AYUBA 124.4367143 951.5085663 1.283280285 4.239853517 6.61746842
10 ARVI RAMADHANI 110.4547945 875.232614 0.523238928 4.203645116 6.737215104
11 BILAL AZZANI 74.61071429 1753.277742 1.82863388 5.437635619 6.423861805
12 CHAIRANDA
SAVERO 97.49053763 1232.951416 1.632781941 5.9248177 6.679383228
13 CHAIRUL AZMI 133.2644872 2213.720175 0.755049546 2.299706274 7.116056376
14 DAFFA ALFITRA 162.9622785 1532.008197 1.454596895 5.209119527 6.889554469
15 DAFFA SIREGAR 116.3930556 1036.043285 0.743139442 3.924227375 6.778394663
16 DEDI ANGGARA 121.8995652 1497.82542 1.102059103 3.424011756 6.87123481
17 DHYAN HANDI 127.0909459 1226.432405 1.164759323 3.614746689 6.779034144
18 DIMAS RH 155.0129167 2292.311639 0.989263257 3.293043961 7.326733632
19 DZAKWAN 84.88413333 1303.568308 0.714248063 4.352247066 7.006496751
20 FADLUL ALBAN 138.2256164 1510.623207 0.839938876 3.07798463 7.105403883
21 FAHMI IKRAM 144.6707792 968.3114838 1.339171517 4.734307752 6.688061055
22 FAJAR PRATAMA 161.4582927 2095.452407 1.309323424 4.042424193 7.05117812
23 FARHAN ARIQ 135.8461111 2491.63854 0.559558497 2.518181002 7.405093709
24 FARHAN IJLAL 118.6922535 1144.68994 0.778411612 2.855396459 6.885955195
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
DENGAN POSISI KOORDINAT 30 DERAJAT KIRI
MEAN VARIANCE1 SKEWNESS KURTOSIS ENTROPY1
26 FAUZAN FARHAT 90.67758242 1522.746596 1.039584968 5.549558557 7.00418955
27 FAUZAN GALIH 128.6857143 1288.41551 1.14746484 3.571789984 6.816693347
28 FAUZI FARHAT 78.23038462 1593.795513 1.261222595 3.914448842 6.707741856
29 FAUZI RAMADHANA 126.1879268 1065.030415 0.99399614 4.307277893 6.8292306
30 GERRY ILMI SAGALA 118.6992857 1372.948857 0.971641322 3.110643111 6.85103005
31 GIYAT SAHAS 134.0798667 1345.465755 1.177359212 3.454138379 6.76560708
32 HAFIZ HARDI 97.23973333 1163.142261 1.636130662 6.349351377 6.560560384
33 HAFIZ ICHSANUL 103.7785135 1394.856484 1.264700901 4.745536088 6.721009172
34 HAIKAL SUNGKAR 146.6402899 2232.882783 0.943398005 2.65571374 7.05189809
35 HARIS FATHANAYA 146.5686364 1962.656804 1.174372654 3.361811499 6.966512497
36 IDHAM 150.9829487 1063.04035 1.224954835 4.717290031 6.79584867
37 ILMAN NAFIYAN 125.5298649 1089.233973 0.998798675 3.758286053 6.869828038
38 IMAN FERDIANSYAH 141.3446667 855.5309382 1.33487443 4.630209419 6.588825552
39 IQBAL PRAWIRA 135.6962667 1270.838679 1.318467793 4.145024802 6.745421317
40 IRVAN 144.1895714 1508.392777 1.045650739 3.481283451 6.984450091
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
DENGAN POSISI KOORDINAT 30 DERAJAT KIRI
ASM CONTRAST CORRELATION VARIANCE2 IDM ENTROPY2
1 ABDUL JABBAR 12882.25 1027037.5 1.0531E-16 4.83156E+16 3039.69937 23502.08599
2 ABIMANYU 12862.5 1062626 4.26741E-16 1.19415E+16 3042.917971 21377.99343
3 ABIYU SYAUQI 14826.25 1428368.5 6.15027E-17 7.18808E+16 3220.616083 22997.11746
4 ADLANI 12841.25 1573911 2.60397E-16 1.96022E+16 3440.267913 23778.20836
5 ADWEREL 14366.25 1023713.5 1.5567E-16 2.93085E+16 4661.814243 36125.05298
6 ALFAYED 14820.5 1682906.5 5.53751E-17 7.98659E+16 3136.790507 24120.51495
7 ALFIR YUANDA 15020.25 1602118 1.0925E-16 3.99427E+16 3738.61562 29346.7498
8 ALIF 13163.75 1487579 1.00149E-16 4.97185E+16 2882.966278 20140.29588
9 ALIF AL AYUBA 12532.5 1057341.5 1.6835E-16 3.10669E+16 2966.579275 23352.01705
10 ARVI RAMADHANI 13113.25 1421460 1.77601E-16 2.81442E+16 2958.386522 22742.96717
11 BILAL AZZANI 11903 1414555 5.8458E-16 9.42004E+15 3817.080328 26044.37172
12 CHAIRANDA
SAVERO 16479.5 1699886 9.35543E-17 4.25133E+16 4551.975084 36398.01561
13 CHAIRUL AZMI 14026.25 1504409.5 9.39107E-17 4.97606E+16 3111.485413 20977.80885
14 DAFFA ALFITRA 14147.5 1001124.5 6.16142E-17 7.51936E+16 3348.301639 25835.95072
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
DENGAN POSISI KOORDINAT 30 DERAJAT KIRI
ASM CONTRAST CORRELATION VARIANCE2 IDM ENTROPY2
16 DEDI ANGGARA 12451.25 1850603.5 1.79088E-16 2.93948E+16 2551.33586 18793.41255
17 DHYAN HANDI 13450.5 1627658.5 1.21873E-16 3.99852E+16 2648.265123 21406.23219
18 DIMAS RH 13083.75 1841280.5 9.16317E-17 5.46724E+16 2545.199446 15665.61709
19 DZAKWAN 13478.25 1179430.5 2.76883E-16 1.75636E+16 3197.769861 22682.38321
20 FADLUL ALBAN 13342.75 1522355 1.05345E-16 4.66322E+16 2354.030605 17641.18552
21 FAHMI IKRAM 13943.5 1227417.5 8.21501E-17 5.72219E+16 2957.666277 25306.70216
22 FAJAR PRATAMA 14706 2086973 5.26007E-17 8.4733E+16 3369.453737 24422.60083
23 FARHAN ARIQ 13137.25 2019492.5 1.17757E-16 4.23696E+16 2243.197722 13131.73286
24 FARHAN IJLAL 12852.5 1203644.5 1.68422E-16 3.02803E+16 2660.193492 20035.81009
25 FARHAN TARIGAN 12543.75 1390408 1.1248E-16 4.64566E+16 2855.033254 21177.2961
26 FAUZAN FARHAT 16312 1660386.5 1.13509E-16 3.53995E+16 3931.621671 29476.83588
27 FAUZAN GALIH 15289 1973003 7.08458E-17 6.05123E+16 3023.847805 25816.48077
28 FAUZI FARHAT 13759.25 1278083 2.99338E-16 1.59143E+16 3690.859324 27181.85094
29 FAUZI RAMADHANA 14843.25 1462727.5 8.3376E-17 5.29625E+16 3175.302627 26701.74857
30 GERRY ILMI SAGALA 12595.75 1081085.5 1.80775E-16 2.87864E+16 2714.910608 20384.84448
31 GIYAT SAHAS 13437.25 1399397.5 1.10083E-16 4.43111E+16 3171.127588 24010.8884
32 HAFIZ HARDI 13108.75 1295470 2.34486E-16 2.1324E+16 3831.050206 27840.16263
33 HAFIZ ICHSANUL 12948.25 1397728.5 2.17002E-16 2.33277E+16 3628.163018 24834.98165
34 HAIKAL SUNGKAR 12485.75 1593902.5 1.2257E-16 4.28303E+16 2511.167274 16929.14067
35 HARIS FATHANAYA 11853.5 1348402 1.51269E-16 3.65557E+16 2506.508803 17163.50911
36 IDHAM 14052.75 1407875 7.29447E-17 6.3942E+16 3090.10754 24678.43988
37 ILMAN NAFIYAN 13505.5 1979864.5 1.22734E-16 3.9543E+16 2476.963676 20143.2321
38 IMAN FERDIANSYAH 13353.5 1101263 1.02184E-16 4.80359E+16 3380.366488 26222.48084
39 IQBAL PRAWIRA 13595.25 2054621.5 1.0305E-16 4.67854E+16 2724.278784 22180.34837
NO NAMA
HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR CIRI ORDE 1, CIRI ORDE 2 DAN DCT
DENGAN POSISI KOORDINAT 30 DERAJAT KIRI CIRI ORDE SATU
& DCT
CIRI ORDE DUA & DCT
CIRI ORDE SATU, DUA & DCT
1 ABDUL JABBAR 579.2085716 8.17027E+15 6.03414E+15
2 ABIMANYU 573.8833021 2.01933E+15 1.49137E+15
3 ABIYU SYAUQI 729.1821664 1.21552E+16 8.9772E+15
4 ADLANI 555.5806179 3.31477E+15 2.44812E+15
5 ADWEREL 597.605462 4.95612E+15 3.66034E+15
6 ALFAYED 732.6404239 1.35055E+16 9.97446E+15
7 ALFIR YUANDA 728.2611284 6.75439E+15 4.98845E+15
8 ALIF 915.8492357 8.4075E+15 6.20935E+15
9 ALIF AL AYUBA 486.6067999 5.25347E+15 3.87994E+15
10 ARVI RAMADHANI 445.939711 4.75924E+15 3.51493E+15
11 BILAL AZZANI 823.5789817 1.59295E+15 1.17647E+15
12 CHAIRANDA SAVERO 601.3587019 7.18908E+15 5.30949E+15
13 CHAIRUL AZMI 1054.151975 8.41461E+15 6.2146E+15
14 DAFFA ALFITRA 764.0750478 1.27154E+16 9.39094E+15
15 DAFFA SIREGAR 520.5038996 5.04755E+15 3.72786E+15
16 DEDI ANGGARA 729.4600645 4.97071E+15 3.67112E+15
17 DHYAN HANDI 610.4831805 6.76158E+15 4.99376E+15
18 DIMAS RH 1099.668535 9.24521E+15 6.82804E+15
19 DZAKWAN 626.3340147 2.97005E+15 2.19353E+15
20 FADLUL ALBAN 742.3173926 7.88561E+15 5.82391E+15
21 FAHMI IKRAM 503.4479339 9.67634E+15 7.14645E+15
22 FAJAR PRATAMA 1014.867906 1.43285E+16 1.05823E+16
23 FARHAN ARIQ 1179.734924 7.16478E+15 5.29154E+15
24 FARHAN IJLAL 569.7062744 5.12046E+15 3.78171E+15
25 FARHAN TARIGAN 859.0655911 7.8559E+15 5.80197E+15
26 FAUZAN FARHAT 727.6243514 5.98613E+15 4.42105E+15
27 FAUZAN GALIH 638.9059667 1.02327E+16 7.55738E+15
28 FAUZI FARHAT 753.0671373 2.69113E+15 1.98753E+15
29 FAUZI RAMADHANA 538.1539644 8.95606E+15 6.61449E+15
30 GERRY ILMI SAGALA 671.9748558 4.86784E+15 3.59514E+15
31 GIYAT SAHAS 666.7698572 7.49309E+15 5.53401E+15
32 HAFIZ HARDI 570.1651514 3.60593E+15 2.66315E+15
33 HAFIZ ICHSANUL 675.9035321 3.94477E+15 2.9134E+15
34 HAIKAL SUNGKAR 1068.918345 7.24268E+15 5.34908E+15
NO NAMA
HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR CIRI ORDE 1, CIRI ORDE 2 DAN DCT
DENGAN POSISI KOORDINAT 30 DERAJAT KIRI CIRI ORDE SATU
& DCT
CIRI ORDE DUA & DCT
CIRI ORDE SATU, DUA & DCT
36 IDHAM 548.6243732 1.08127E+16 7.98573E+15
37 ILMAN NAFIYAN 548.4586171 6.6868E+15 4.93853E+15
38 IMAN FERDIANSYAH 451.4306025 8.12297E+15 5.99921E+15
39 IQBAL PRAWIRA 634.4815427 7.9115E+15 5.84303E+15
40 IRVAN 744.2053414 7.39127E+15 5.45881E+15
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
DENGAN POSISI KOORDINAT 30 DERAJAT KANAN
MEAN VARIANCE1 SKEWNESS KURTOSIS ENTROPY1
1 ABDUL JABBAR 144.5868421 1226.417722 0.587703183 3.764378975 6.959653455
2 ABIMANYU 94.85726027 1423.287571 0.003634248 2.77977755 7.046024391
3 ABIYU SYAUQI 151.3186747 1615.313025 0.785394012 3.268859782 7.183597496
4 ADLANI 96.60337838 1006.297691 1.502879017 6.767998752 6.720888329
5 ADWEREL 100.4962195 1204.211205 1.589820516 6.368327704 6.766404544
6 ALFAYED 173.46575 2033.302327 1.23690094 3.910069009 7.077355932
7 ALFIR YUANDA 104.3408861 880.1454423 1.543551688 7.142873999 6.655695536
8 ALIF 150.8436486 1961.8865 1.119990064 3.398942995 6.996082035
9 ALIF AL AYUBA 121.5211842 1027.023762 1.170513639 4.235756666 6.734954153
10 ARVI RAMADHANI 118.3039726 672.5255459 0.937769827 4.188361533 6.572231833
11 BILAL AZZANI 68.59957143 1463.2098 1.65087789 5.279784182 6.599754726
12 CHAIRANDA
SAVERO 93.77313253 1282.79829 1.95737315 7.842780933 6.713173541
13 CHAIRUL AZMI 108.5443038 1322.08348 0.714857676 2.73778017 6.96167656
14 DAFFA ALFITRA 145.5780769 1925.605955 1.464852473 4.323081321 6.813403377
15 DAFFA SIREGAR 119.5674667 1106.020915 1.229271453 4.169783609 6.715475353
16 DEDI ANGGARA 115.0830986 1569.211686 0.977559107 2.91446794 6.864728763
17 DHYAN HANDI 125.2218919 1475.253467 1.109739158 3.501410122 6.922438285
18 DIMAS RH 154.0360759 1903.035281 1.143409402 3.874540869 7.121660268
19 DZAKWAN 79.76873239 1202.916093 0.449994833 3.361072617 6.942683249
20 FADLUL ALBAN 127.9709333 1792.982622 0.757969118 2.71022598 7.176255336
21 FAHMI IKRAM 133.2721053 1463.833853 1.01002051 3.477042803 6.966846836
22 FAJAR PRATAMA 159.9198734 2411.901808 1.28206202 3.666851148 7.032819736
23 FARHAN ARIQ 141.0517105 2564.522458 0.670876383 2.370890239 7.371734874
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
DENGAN POSISI KOORDINAT 30 DERAJAT KANAN
MEAN VARIANCE1 SKEWNESS KURTOSIS ENTROPY1
25 FARHAN TARIGAN 151.6008824 1574.053646 1.378995262 4.210918427 6.746477157
26 FAUZAN FARHAT 85.69632184 1330.983872 0.449037348 3.528770169 6.984782702
27 FAUZAN GALIH 123.2726761 1719.297197 0.920473157 2.678815285 6.933467285
28 FAUZI FARHAT 69.32857143 1067.262279 1.326357104 4.532766674 6.689795355
29 FAUZI RAMADHANA 121.1213253 1255.072148 1.270729256 4.298420229 6.836039418
30 GERRY ILMI SAGALA 96.21376623 1254.124953 1.050036518 3.200808022 6.769421525
31 GIYAT SAHAS 132.3455844 1492.739403 1.196407156 3.566328588 6.826985926
32 HAFIZ HARDI 100.3846053 969.1137893 1.472507716 6.545419057 6.757392587
33 HAFIZ ICHSANUL 102.3993151 935.9299995 1.201350524 5.526777322 6.775363166
34 HAIKAL SUNGKAR 139.7013514 1768.036214 0.938018888 3.204529762 7.103267122
35 HARIS FATHANAYA 148.5841667 1797.343194 1.322190031 4.076285599 6.949862103
36 IDHAM 155.3513514 1652.313039 1.158350818 4.061402414 7.055109681
37 ILMAN NAFIYAN 123.3212162 1395.150199 1.076181665 3.378048701 6.890673775
38 IMAN FERDIANSYAH 132.8440278 1320.085256 1.271569621 4.043737519 6.818006225
39 IQBAL PRAWIRA 134.9224691 1317.127569 1.420953198 4.448770751 6.707217449
40 IRVAN 153.7235443 1557.617496 1.056572172 3.617304542 7.034412417
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
DENGAN POSISI KOORDINAT 30 DERAJAT KANAN
ASM CONTRAST CORRELATION VARIANCE2 IDM ENTROPY2
1 ABDUL JABBAR 13698.75 2229061 8.72459E-17 5.48425E+16 3032.877556 22133.52557
2 ABIMANYU 13170.5 1576474.5 2.46729E-16 2.01708E+16 2795.96402 19671.97992
3 ABIYU SYAUQI 14997 1743294 5.59813E-17 7.80712E+16 3269.064336 22794.29418
4 ADLANI 13151.5 1377813 2.37411E-16 2.09928E+16 3419.959854 24978.43207
5 ADWEREL 14585.25 1035642 1.45878E-16 3.0806E+16 3872.078838 29721.52113
6 ALFAYED 14472.25 2194341 4.838E-17 9.36134E+16 3138.248967 22446.13223
7 ALFIR YUANDA 14173 1198181.5 1.51835E-16 3.04584E+16 3430.152423 27812.92712
8 ALIF 13372.5 2061824 8.68481E-17 5.64381E+16 2782.575343 19876.38554
9 ALIF AL AYUBA 13653 1494327 1.23616E-16 3.88365E+16 3135.799897 24485.82583
10 ARVI RAMADHANI 13147.5 1373078 1.54034E-16 3.23659E+16 2925.232246 23754.96376
11 BILAL AZZANI 12215 1498542.5 6.40679E-16 8.37563E+15 3404.877717 23823.40666
12 CHAIRANDA
SAVERO 14706.75 1705037 1.60764E-16 2.77226E+16 3954.778625 29463.14293
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
DENGAN POSISI KOORDINAT 30 DERAJAT KANAN
ASM CONTRAST CORRELATION VARIANCE2 IDM ENTROPY2
14 DAFFA ALFITRA 14038.75 1798182.5 7.62426E-17 6.12372E+16 3114.956908 25190.70141
15 DAFFA SIREGAR 13509.25 1545952.5 1.32409E-16 3.66434E+16 2958.370307 23656.41534
16 DEDI ANGGARA 12825.25 1979170 1.76422E-16 2.89687E+16 2625.560683 19324.81343
17 DHYAN HANDI 13420 1899796.5 1.23817E-16 3.94469E+16 2630.614037 20065.58228
18 DIMAS RH 14325.5 2264936 6.34224E-17 7.2142E+16 2841.959709 20270.90392
19 DZAKWAN 12850.5 1289736 3.81535E-16 1.33688E+16 2689.450314 20038.14656
20 FADLUL ALBAN 13686.25 1974055 1.09096E-16 4.38987E+16 2440.53127 17103.48539
21 FAHMI IKRAM 13769 1971155 9.98828E-17 4.76595E+16 2799.411393 21040.75459
22 FAJAR PRATAMA 14268.5 2254500 5.9714E-17 7.69283E+16 3155.657585 22825.81432
23 FARHAN ARIQ 13909.25 2861019.5 8.40472E-17 5.60681E+16 2305.57054 13768.79309
24 FARHAN IJLAL 12541 1292997.5 1.68848E-16 3.09543E+16 2882.292148 21528.36689
25 FARHAN TARIGAN 12103.25 1332475 1.29433E-16 4.18412E+16 2971.391279 21447.10813
26 FAUZAN FARHAT 15615.75 1376939 1.54783E-16 2.71175E+16 3691.310939 27863.47264
27 FAUZAN GALIH 12884 1622442 1.52148E-16 3.34372E+16 2524.886112 18733.96281
28 FAUZI FARHAT 14934 1276356.5 2.78497E-16 1.57594E+16 3870.046384 29891.55634
29 FAUZI RAMADHANA 15010 1626805 8.44907E-17 5.16831E+16 3270.410342 27120.72871
30 GERRY ILMI SAGALA 13834.25 1164912 1.84121E-16 2.57326E+16 3127.313126 24581.20882
31 GIYAT SAHAS 13824.25 2044843.5 9.95344E-17 4.76352E+16 3203.702151 24021.32088
32 HAFIZ HARDI 13606.75 1600091.5 1.92518E-16 2.50218E+16 3274.425015 24644.89822
33 HAFIZ ICHSANUL 13075.25 1574113 2.16131E-16 2.31942E+16 3098.715404 22678.2489
34 HAIKAL SUNGKAR 13402 1940622.5 1.00917E-16 4.84632E+16 2670.378062 18326.83397
35 HARIS FATHANAYA 13044 1859716.5 9.92081E-17 5.06511E+16 2620.449996 19524.32907
36 IDHAM 13386.75 2214126.5 8.1737E-17 5.99033E+16 2765.851257 19303.04526
37 ILMAN NAFIYAN 13439.75 1542243.5 1.26577E-16 3.853E+16 2618.26011 20689.59339
38 IMAN FERDIANSYAH 12842.5 1525420 1.32941E-16 3.83919E+16 3089.283513 21631.19509
39 IQBAL PRAWIRA 14527.75 1778727 7.87456E-17 5.72948E+16 3403.435084 27341.34517
NO NAMA
HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR CIRI ORDE 1, CIRI ORDE 2 DAN DCT
DENGAN POSISI KOORDINAT 30 DERAJAT KANAN
CIRI ORDE SATU & DCT
CIRI ORDE DUA & DCT
CIRI ORDE SATU, DUA & DCT
1 ABDUL JABBAR 618.1906423 9.27398E+15 6.84929E+15
2 ABIMANYU 683.3308658 3.41092E+15 2.51913E+15
3 ABIYU SYAUQI 795.0874341 1.3202E+16 9.75032E+15
4 ADLANI 499.9368745 3.54992E+15 2.62179E+15
5 ADWEREL 590.0679187 5.20936E+15 3.84737E+15
6 ALFAYED 992.3635709 1.58302E+16 1.16914E+16
7 ALFIR YUANDA 447.1368758 5.15058E+15 3.80396E+15
8 ALIF 949.9913175 9.54379E+15 7.04856E+15
9 ALIF AL AYUBA 519.0746355 6.56733E+15 4.8503E+15
10 ARVI RAMADHANI 358.9013794 5.47313E+15 4.04218E+15
11 BILAL AZZANI 691.0969629 1.41634E+15 1.04603E+15
12 CHAIRANDA SAVERO 623.00644 4.68794E+15 3.46227E+15
13 CHAIRUL AZMI 644.4536181 6.00602E+15 4.43574E+15
14 DAFFA ALFITRA 931.8971473 1.03553E+16 7.64792E+15
15 DAFFA SIREGAR 553.5175694 6.19647E+15 4.5764E+15
16 DEDI ANGGARA 758.050094 4.89866E+15 3.6179E+15
17 DHYAN HANDI 720.9123168 6.67055E+15 4.92653E+15
18 DIMAS RH 925.3792765 1.21993E+16 9.00982E+15
19 DZAKWAN 578.4433161 2.2607E+15 1.66963E+15
20 FADLUL ALBAN 863.8368891 7.42335E+15 5.48251E+15
21 FAHMI IKRAM 719.3698425 8.05932E+15 5.9522E+15
22 FAJAR PRATAMA 1155.512015 1.30087E+16 9.60758E+15
23 FARHAN ARIQ 1214.626611 9.48122E+15 7.00235E+15
24 FARHAN IJLAL 562.5362928 5.23443E+15 3.86589E+15
25 FARHAN TARIGAN 777.253168 7.07542E+15 5.22555E+15
26 FAUZAN FARHAT 638.4612623 4.58563E+15 3.38671E+15
27 FAUZAN GALIH 828.7326895 5.65429E+15 4.17597E+15
28 FAUZI FARHAT 513.910928 2.66495E+15 1.9682E+15
29 FAUZI RAMADHANA 621.0002003 8.73971E+15 6.4547E+15
30 GERRY ILMI SAGALA 608.8182467 4.35143E+15 3.21374E+15
31 GIYAT SAHAS 731.9431811 8.05521E+15 5.94916E+15
32 HAFIZ HARDI 484.9019461 4.23123E+15 3.12497E+15
33 HAFIZ ICHSANUL 470.3939309 3.92218E+15 2.89672E+15
NO NAMA
HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR CIRI ORDE 1, CIRI ORDE 2 DAN DCT
DENGAN POSISI KOORDINAT 30 DERAJAT KANAN
CIRI ORDE SATU & DCT
CIRI ORDE DUA & DCT
CIRI ORDE SATU, DUA & DCT
35 HARIS FATHANAYA 875.7675159 8.5652E+15 6.32582E+15
36 IDHAM 813.9015769 1.01298E+16 7.48133E+15
37 ILMAN NAFIYAN 684.1546564 6.51549E+15 4.81201E+15
38 IMAN FERDIANSYAH 655.1959117 6.49214E+15 4.79477E+15
39 IQBAL PRAWIRA 655.0010977 9.68866E+15 7.15555E+15
40 IRVAN 770.571086 1.22618E+16 9.05597E+15
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
DENGAN POSISI KOORDINAT 45 DERAJAT KIRI
MEAN VARIANCE1 SKEWNESS KURTOSIS ENTROPY1
1 ABDUL JABBAR 152.4643243 1362.005214 1.066354974 4.029107439 6.937947567
2 ABIMANYU 59.59442857 957.173369 0.535647798 4.311669235 6.734576725
3 ABIYU SYAUQI 136.1936364 2365.43796 0.702506439 2.38839029 7.280334278
4 ADLANI 95.3296 1352.774031 1.383349141 5.297493783 6.753318235
5 ADWEREL 99.84642857 1180.603702 2.060706942 8.033017559 6.374022731
6 ALFAYED 162.458375 1620.059267 1.204019769 4.136089077 7.050364364
7 ALFIR YUANDA 107.3703947 1184.523466 1.742595356 6.621771218 6.555823128
8 ALIF 154.6336986 1853.365823 1.058296025 3.195534556 7.051488644
9 ALIF AL AYUBA 127.1428571 932.8747347 1.252416365 4.220307836 6.616269493
10 ARVI RAMADHANI 119.4950685 1091.837921 0.374543626 4.172815771 6.738860749
11 BILAL AZZANI 74.84931507 1693.97565 1.848230945 5.60461757 6.316860949
12 CHAIRANDA SAVERO 98.43184211 2278.349302 1.500749011 4.537356574 6.750446948
13 CHAIRUL AZMI 127.9838571 2535.584168 0.678761183 2.074470928 7.122221714
14 DAFFA ALFITRA 147.0110811 1793.707175 1.333756039 4.234686501 6.917380943
15 DAFFA SIREGAR 119.406338 977.324326 0.660563521 3.626428387 6.791450999
16 DEDI ANGGARA 116.4671875 1855.881111 0.935470228 2.746662816 6.953926967
17 DHYAN HANDI 117.0671429 1870.448349 0.742246354 2.255494614 6.971179344
18 DIMAS RH 157.5036986 1788.545877 1.026281644 3.762612444 7.195937575
19 DZAKWAN 81.70264706 1292.212758 0.085287144 2.95350601 7.058362993
20 FADLUL ALBAN 143.7189394 1821.323581 0.909518414 2.973583911 7.152563906
21 FAHMI IKRAM 138.6077465 1346.266841 1.184947958 3.681760896 6.858941846
22 FAJAR PRATAMA 169.7536232 1744.857849 1.385643575 4.377698575 6.917401244
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
DENGAN POSISI KOORDINAT 45 DERAJAT KIRI
MEAN VARIANCE1 SKEWNESS KURTOSIS ENTROPY1
24 FARHAN IJLAL 119.5532813 1081.970286 0.80685735 2.922609233 6.83475779
25 FARHAN TARIGAN 138.9061538 1867.089347 0.923408716 2.664631514 6.937629757
26 FAUZAN FARHAT 80.85147059 1649.472351 0.587940565 4.043177596 7.084626244
27 FAUZAN GALIH 125.338125 1316.955046 0.972069603 3.038641189 6.883349456
28 FAUZI FARHAT 79.2160274 1594.291277 1.319284631 4.067843 6.696421527
29 FAUZI RAMADHANA 126.7262821 1057.561104 1.031960399 4.198321116 6.758080941
30 GERRY ILMI SAGALA 116.2307143 1262.330057 1.156264316 3.879551723 6.81481985
31 GIYAT SAHAS 135.7419481 1435.144188 1.264140957 3.764240264 6.787591599
32 HAFIZ HARDI 98.56318841 1176.412094 1.73023272 6.690329097 6.473897236
33 HAFIZ ICHSANUL 105.3624638 1597.069635 1.422326813 5.164576187 6.646063533
34 HAIKAL SUNGKAR 138.5332857 2205.110892 0.9176655 2.546759282 7.01606593
35 HARIS FATHANAYA 127.9158571 1549.994777 1.102228703 3.3702347 6.926420904
36 IDHAM 150.2306849 1156.039387 1.492918607 5.587695282 6.786198402
37 ILMAN NAFIYAN 125.7904167 1072.212047 0.977536228 3.9410701 6.846531038
38 IMAN FERDIANSYAH 144.9055263 816.5105484 1.40661413 4.83878451 6.513398528
39 IQBAL PRAWIRA 126.4152 1199.143876 1.328439258 4.091117676 6.690017123
40 IRVAN 146.8251515 1659.841549 0.998421946 3.206199075 7.006171961
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
DENGAN POSISI KOORDINAT 45 DERAJAT KIRI
ASM CONTRAST CORRELATION VARIANCE2 IDM ENTROPY2
1 ABDUL JABBAR 13245.5 2116951.5 8.89858E-17 5.56105E+16 3143.092442 22025.43725
2 ABIMANYU 12384.5 819832.5 7.72621E-16 6.85023E+15 3226.128542 23136.15852
3 ABIYU SYAUQI 13950 2141063 8.96779E-17 5.23941E+16 2793.319562 17437.01573
4 ADLANI 13236.25 1621803 2.32742E-16 2.12768E+16 3545.962512 24882.22013
5 ADWEREL 12074 1108728 3.15249E-16 1.72205E+16 3823.943402 27606.55421
6 ALFAYED 14483.25 1460420 5.55704E-17 8.14387E+16 3069.315396 23243.17716
7 ALFIR YUANDA 13487 1243972 1.74316E-16 2.788E+16 3532.505273 27851.8408
8 ALIF 13091.25 1517264.5 9.10299E-17 5.50023E+16 2952.366035 20013.93652
9 ALIF AL AYUBA 12470 1079310 1.64746E-16 3.19057E+16 3028.06612 23225.73164
10 ARVI RAMADHANI 13043.75 1627105 1.56451E-16 3.21193E+16 3041.130354 23534.87732
11 BILAL AZZANI 12243 1224034 5.19276E-16 1.03101E+16 4317.47807 29365.65639
12 CHAIRANDA SAVERO 13247.25 1431558 2.21763E-16 2.23116E+16 3916.625916 26497.74978
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
DENGAN POSISI KOORDINAT 45 DERAJAT KIRI
ASM CONTRAST CORRELATION VARIANCE2 IDM ENTROPY2
14 DAFFA ALFITRA 13302.75 1711942.5 9.46703E-17 5.20463E+16 2927.879475 21904.17428
15 DAFFA SIREGAR 12775.25 1237381.5 1.70449E-16 3.01013E+16 2761.698346 21087.72648
16 DEDI ANGGARA 11523.75 1439782 2.67046E-16 2.12998E+16 2395.518022 16218.1769
17 DHYAN HANDI 12672.25 1623535.5 1.83561E-16 2.81783E+16 2554.955146 18245.23996
18 DIMAS RH 13245.25 1654534.5 8.56982E-17 5.77449E+16 2662.198719 17538.86652
19 DZAKWAN 12204.5 821284 4.43411E-16 1.21122E+16 2802.805005 19071.19607
20 FADLUL ALBAN 12013 1327171.5 1.48332E-16 3.67846E+16 2157.088355 14655.2654
21 FAHMI IKRAM 12855 1090976.5 1.23863E-16 4.11656E+16 2630.729161 20511.80985
22 FAJAR PRATAMA 12350.25 1575546 9.47131E-17 5.60357E+16 2798.069274 19711.46487
23 FARHAN ARIQ 11833.75 1625032 1.74843E-16 3.16798E+16 2120.155586 11542.30598
24 FARHAN IJLAL 11461.5 934639.5 2.62417E-16 2.17933E+16 2597.536071 17932.40436
25 FARHAN TARIGAN 11516.25 928592 1.87131E-16 3.04157E+16 2886.15505 18729.37737
26 FAUZAN FARHAT 12100.75 1749508.5 4.61152E-16 1.17462E+16 2973.698956 18594.94723
27 FAUZAN GALIH 14527.5 1526915 9.18365E-17 4.91285E+16 2945.492374 23318.41812
28 FAUZI FARHAT 12817.75 1256179 3.83864E-16 1.33217E+16 3441.096952 24277.4825
29 FAUZI RAMADHANA 14051.75 1266654 1.02858E-16 4.53495E+16 3144.24738 25782.27424
30 GERRY ILMI SAGALA 12489.5 991765.5 1.95933E-16 2.67853E+16 2888.077508 21587.76679
31 GIYAT SAHAS 13769.25 1432699.5 9.75764E-17 4.87852E+16 3350.108622 25387.53715
32 HAFIZ HARDI 11971.75 1405105.5 3.29499E-16 1.66165E+16 3622.625622 25663.66625
33 HAFIZ ICHSANUL 12055.5 2083062 2.81555E-16 1.93109E+16 3350.866633 22508.40697
34 HAIKAL SUNGKAR 12642.5 1558771 1.3064E-16 3.96863E+16 2616.676679 18035.50035
35 HARIS FATHANAYA 12628 1162942 1.54974E-16 3.34931E+16 2707.186059 19723.98786
36 IDHAM 13131.25 1210000 9.66984E-17 5.16203E+16 2918.145182 22791.51456
37 ILMAN NAFIYAN 13046.25 1718724 1.40352E-16 3.57966E+16 2613.91232 20252.86812
38 IMAN FERDIANSYAH 13443 907009.5 9.47953E-17 5.14354E+16 3606.82433 28485.71579
39 IQBAL PRAWIRA 13409.75 1222243 1.24554E-16 3.92433E+16 3174.363098 24870.36521
NO NAMA
HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR CIRI ORDE 1, CIRI ORDE 2 DAN DCT
DENGAN POSISI KOORDINAT 45 DERAJAT KIRI
CIRI ORDE SATU & DCT
CIRI ORDE DUA & DCT
CIRI ORDE SATU, DUA & DCT
1 ABDUL JABBAR 682.6728719 9.40384E+15 6.94519E+15
2 ABIMANYU 459.8919629 1.15839E+15 8.55526E+14
3 ABIYU SYAUQI 1123.401816 8.85995E+15 6.54351E+15
4 ADLANI 653.6195708 3.59794E+15 2.65726E+15
5 ADWEREL 579.999307 2.91203E+15 2.15068E+15
6 ALFAYED 802.707312 1.37714E+16 1.01709E+16
7 ALFIR YUANDA 584.42501 4.71456E+15 3.48194E+15
8 ALIF 903.0605784 9.301E+15 6.86925E+15
9 ALIF AL AYUBA 479.4606409 5.39532E+15 3.98471E+15
10 ARVI RAMADHANI 546.7719326 5.43143E+15 4.01138E+15
11 BILAL AZZANI 797.2005738 1.74347E+15 1.28763E+15
12 CHAIRANDA SAVERO 1068.648056 3.77294E+15 2.7865E+15
13 CHAIRUL AZMI 1195.600271 5.56916E+15 4.1131E+15
14 DAFFA ALFITRA 873.4994189 8.80113E+15 6.50007E+15
15 DAFFA SIREGAR 495.4272939 5.09018E+15 3.75935E+15
16 DEDI ANGGARA 886.8175647 3.60184E+15 2.66013E+15
17 DHYAN HANDI 893.3021859 4.76501E+15 3.51919E+15
18 DIMAS RH 875.6596073 9.76477E+15 7.21176E+15
19 DZAKWAN 618.9492336 2.0482E+15 1.5127E+15
20 FADLUL ALBAN 883.7290307 6.22035E+15 4.59403E+15
21 FAHMI IKRAM 669.2999737 6.96119E+15 5.14118E+15
22 FAJAR PRATAMA 861.9112814 9.47574E+15 6.9983E+15
23 FARHAN ARIQ 1094.853869 5.35711E+15 3.95649E+15
24 FARHAN IJLAL 542.0621394 3.68529E+15 2.72177E+15
25 FARHAN TARIGAN 901.8156831 5.14336E+15 3.79862E+15
26 FAUZAN FARHAT 779.0637777 1.9863E+15 1.46698E+15
27 FAUZAN GALIH 649.8850868 8.30772E+15 6.13566E+15
28 FAUZI FARHAT 753.8191463 2.25272E+15 1.66375E+15
29 FAUZI RAMADHANA 534.9907788 7.66869E+15 5.6637E+15
30 GERRY ILMI SAGALA 621.8108845 4.52944E+15 3.34522E+15
31 GIYAT SAHAS 707.8059009 8.24967E+15 6.09278E+15
32 HAFIZ HARDI 576.8472849 2.80989E+15 2.07524E+15
33 HAFIZ ICHSANUL 767.2687423 3.26552E+15 2.41174E+15
NO NAMA
HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR CIRI ORDE 1, CIRI ORDE 2 DAN DCT
DENGAN POSISI KOORDINAT 45 DERAJAT KIRI
CIRI ORDE SATU & DCT
CIRI ORDE DUA & DCT
CIRI ORDE SATU, DUA & DCT
35 HARIS FATHANAYA 755.4821837 5.66374E+15 4.18295E+15
36 IDHAM 590.3831626 8.7291E+15 6.44687E+15
37 ILMAN NAFIYAN 541.0245186 6.05328E+15 4.47064E+15
38 IMAN FERDIANSYAH 435.6642471 8.69782E+15 6.42377E+15
39 IQBAL PRAWIRA 598.2236064 6.63611E+15 4.9011E+15
40 IRVAN 812.9795301 6.42039E+15 4.74177E+15
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
DENGAN POSISI KOORDINAT 45 DERAJAT KANAN
MEAN VARIANCE1 SKEWNESS KURTOSIS ENTROPY1
1 ABDUL JABBAR 146.029359 1241.595677 1.289716148 4.315850589 6.773367193
2 ABIMANYU 85.81776119 1547.804849 0.229767851 3.053334181 7.143904489
3 ABIYU SYAUQI 138.2681944 2058.356822 0.796865046 2.634739081 7.212318262
4 ADLANI 92.36544118 1107.247188 2.00104837 8.769691159 6.573587613
5 ADWEREL 93.16039474 1172.48651 2.150731052 9.119241585 6.351590916
6 ALFAYED 163.2868421 1889.039301 1.144053433 3.618343896 7.07336247
7 ALFIR YUANDA 103.8971622 1317.54956 1.891648495 7.39164799 6.708054783
8 ALIF 143.6595714 2135.309108 1.251392971 3.518459469 6.954174529
9 ALIF AL AYUBA 126.0142466 1253.454318 1.189686632 4.031636872 6.826834447
10 ARVI RAMADHANI 118.9567164 1119.031261 1.330531085 4.253383835 6.622570177
11 BILAL AZZANI 70.69471429 1401.221801 2.322135629 8.295446398 6.438690142
12 CHAIRANDA SAVERO 91.77025974 1262.909427 1.894456394 7.62514638 6.728768681
13 CHAIRUL AZMI 110.5876712 1553.684232 0.659692896 2.431128464 7.014539823
14 DAFFA ALFITRA 149.8374324 2254.710464 1.419726591 4.073951188 6.892759597
15 DAFFA SIREGAR 117.950274 1147.651637 1.343252258 4.289498765 6.63523361
16 DEDI ANGGARA 121.9286957 1460.325061 1.203502602 3.511933998 6.723465451
17 DHYAN HANDI 126.0223944 1499.52978 1.120702659 3.32380332 6.881478819
18 DIMAS RH 153.8844156 2367.214432 1.178661092 3.495794883 7.138270067
19 DZAKWAN 71.77197183 964.324482 0.547931716 3.48408416 6.848900876
20 FADLUL ALBAN 131.799 2001.616028 0.708819739 2.465142988 7.224844651
21 FAHMI IKRAM 130.1179487 1629.293524 0.81090788 2.831687094 7.048936483
22 FAJAR PRATAMA 158.6352941 2464.597578 1.271548303 3.628183796 7.052566758
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
DENGAN POSISI KOORDINAT 45 DERAJAT KANAN
MEAN VARIANCE1 SKEWNESS KURTOSIS ENTROPY1
24 FARHAN IJLAL 122.1756338 1132.825913 1.017831461 3.311767276 6.700769811
25 FARHAN TARIGAN 148.1716176 1819.158047 1.134998186 3.365302387 6.858197327
26 FAUZAN FARHAT 85.57768293 1397.867136 0.728801608 4.798444161 6.98254973
27 FAUZAN GALIH 123.8960526 1553.168142 0.916598235 2.716222274 6.880633217
28 FAUZI FARHAT 61.07066667 928.5464729 1.669331495 6.703988874 6.488019376
29 FAUZI RAMADHANA 124.2443421 1325.440692 1.262544232 3.899652042 6.773695365
30 GERRY ILMI SAGALA 103.1321333 1295.015741 1.387345735 4.040059873 6.568165544
31 GIYAT SAHAS 135.1645833 1642.700551 1.258091754 3.491113502 6.751133738
32 HAFIZ HARDI 95.57333333 877.3600889 1.634887465 7.82219097 6.645965898
33 HAFIZ ICHSANUL 97.51771429 1039.769686 1.38661533 6.305860163 6.767906442
34 HAIKAL SUNGKAR 142.62 1919.755326 1.085009229 3.264489526 7.042651705
35 HARIS FATHANAYA 157.6891781 1810.914486 1.417647526 4.239306497 6.888595453
36 IDHAM 159.2380282 1930.284469 1.223580184 3.944602158 7.049931881
37 ILMAN NAFIYAN 122.45 1323.510071 0.998717994 3.170286381 6.852518502
38 IMAN FERDIANSYAH 139.5111429 1268.152733 1.355782466 4.34830306 6.785977336
39 IQBAL PRAWIRA 132.4712162 1682.906199 1.210871356 3.434523843 6.832465959
40 IRVAN 141.0366667 1708.799868 0.864904955 2.903363913 7.102204295
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
DENGAN POSISI KOORDINAT 45 DERAJAT KANAN
ASM CONTRAST CORRELATION VARIANCE2 IDM ENTROPY2
1 ABDUL JABBAR 14002.25 1191451.5 7.83862E-17 5.97179E+16 3281.267993 26178.85052
2 ABIMANYU 12047.75 1610447 4.32383E-16 1.25828E+16 2628.134056 16979.91236
3 ABIYU SYAUQI 13042.5 1511622.5 1.17174E-16 4.28899E+16 2708.082562 17475.57494
4 ADLANI 11894.75 1286371 3.85219E-16 1.43051E+16 3530.06235 25033.84368
5 ADWEREL 13127 1175060 2.60443E-16 1.9172E+16 4353.653008 32987.67978
6 ALFAYED 13722.25 1977760.5 6.74538E-17 7.08127E+16 2943.042719 20561.55197
7 ALFIR YUANDA 13176.75 1270338.5 2.05819E-16 2.41687E+16 3414.026564 25819.34895
8 ALIF 12594 1817758 1.21583E-16 4.28066E+16 2740.022505 19349.65563
9 ALIF AL AYUBA 13120.25 1615316 1.34569E-16 3.71245E+16 2968.262754 21996.04096
10 ARVI RAMADHANI 11924.75 1595743.5 2.24103E-16 2.45277E+16 2859.322732 21295.04824
11 BILAL AZZANI 11882.75 1076081 6.72105E-16 8.20728E+15 4100.365721 27925.28452
12 CHAIRANDA
NO NAMA
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
DENGAN POSISI KOORDINAT 45 DERAJAT KANAN
ASM CONTRAST CORRELATION VARIANCE2 IDM ENTROPY2
13 CHAIRUL AZMI 13134.25 1240212 1.74506E-16 2.85977E+16 2951.475404 20078.96299
14 DAFFA ALFITRA 13310.25 2345454.5 8.86333E-17 5.556E+16 2870.407641 21779.97394
15 DAFFA SIREGAR 13044.75 1318254 1.56535E-16 3.20995E+16 3092.128064 24446.37212
16 DEDI ANGGARA 12380.75 1690281 1.80569E-16 2.93198E+16 2717.510347 20867.38585
17 DHYAN HANDI 12869 1641803.5 1.45344E-16 3.50432E+16 2597.353939 19651.3629
18 DIMAS RH 13908 2345751 7.07236E-17 6.66367E+16 2886.9134 19526.90258
19 DZAKWAN 12788.75 1196954 4.81847E-16 1.06368E+16 2923.352661 22074.02527
20 FADLUL ALBAN 12776.25 1822205.5 1.3588E-16 3.77563E+16 2244.39408 14832.6867
21 FAHMI IKRAM 14119.5 2168536.5 9.44914E-17 4.91281E+16 2942.762042 21163.78534
22 FAJAR PRATAMA 12224.75 1782935.5 1.12324E-16 4.77353E+16 2722.248047 18098.9418
23 FARHAN ARIQ 13522.5 2741835.5 8.57227E-17 5.65446E+16 2280.211147 13412.54174
24 FARHAN IJLAL 12688.25 1310913 1.64201E-16 3.14609E+16 2987.676098 22071.04545
25 FARHAN TARIGAN 12046 1266741 1.38004E-16 3.94291E+16 3066.133706 20608.91486
26 FAUZAN FARHAT 14682.25 1833487 1.8998E-16 2.34984E+16 3582.478428 25854.41014
27 FAUZAN GALIH 13737.25 1594299 1.16982E-16 4.07872E+16 2934.924852 22343.32381
28 FAUZI FARHAT 13092.75 1017169.5 6.05401E-16 8.26937E+15 3880.418697 29269.16062
29 FAUZI RAMADHANA 13677 1417729.5 1.1688E-16 4.10026E+16 3114.227592 24827.18199
30 GERRY ILMI SAGALA 13266 1123850.5 1.89417E-16 2.60848E+16 3401.924629 27216.45662
31 GIYAT SAHAS 12854.25 1625535 1.27389E-16 4.00284E+16 3138.569263 23107.96288
32 HAFIZ HARDI 13271 1337959.5 2.33912E-16 2.11149E+16 3623.105346 26953.20648
33 HAFIZ ICHSANUL 12340.5 1235269.5 2.98885E-16 1.77711E+16 3434.278261 23689.47772
34 HAIKAL SUNGKAR 13142 1817515 1.05084E-16 4.74621E+16 2862.186559 19280.67642
35 HARIS FATHANAYA 13126.75 1737899.5 8.61208E-17 5.79804E+16 2965.616086 21708.56462
36 IDHAM 12770.75 2309524.5 9.36141E-17 5.48265E+16 2745.059629 18610.17939
37 ILMAN NAFIYAN 12642.5 1348590.5 1.65127E-16 3.13977E+16 2601.226078 19673.71262
38 IMAN FERDIANSYAH 12480.5 1385817 1.35379E-16 3.87943E+16 3062.740801 21700.25789
39 IQBAL PRAWIRA 13229 1888017 1.1808E-16 4.19606E+16 3119.085718 22404.31029