Kombinasi Ciri Orde 1, Ciri Orde 2 Dan Discrete Cosine Transform Pada Pengenalan Pola Citra Wajah

51

LAMPIRAN 1
DAFTAR PUBLIKASI ILMIAH

No

Judul Artikel

Penulis

1

Pengenalan Bentuk
Wajah Manusia
Pada Citra
Menggunakan
Metode
Brain State In A Box
(BSB)

Juliansyah
Putra
Tanjung

Publikasi
(Seminar /
Jurnal)
Seminar
Nasional
Teknologi
Rekayasa
(SNTR III)
2016

Waktu
Publikasi
17
Desember
2016

Tempat
Tapak Tuan

Universitas Sumatera Utara

52

LAMPIRAN 2
DATA TRAINING
HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
NO

NAMA

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

30

GERRY ILMI SAGALA

111.2172059

931.3079687

1.098040986

4.545466378

6.711149647

Universitas Sumatera Utara

53

HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
NO

NAMA

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

HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
NO

DENGAN POSISI KOORDINAT 0 DERAJAT

NAMA
ASM

CONTRAST

CORRELATION

15353

2085479.5

5.8541E-17

VARIANCE2

IDM

ENTROPY2

7.29261E+16

3328.257115

25480.00005

1

ABDUL JABBAR

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

18

DIMAS RH

13480

2453101

6.90812E-17

7.03873E+16

2505.143598

17886.69142

Universitas Sumatera Utara

54

HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
NO

DENGAN POSISI KOORDINAT 0 DERAJAT

NAMA
ASM

CONTRAST

CORRELATION

13648.5

1329105.5

2.41401E-16

13687

1746271

VARIANCE2

IDM

ENTROPY2

1.98939E+16

3138.378609

22314.12761

9.10396E-17

5.26023E+16

2517.453199

19232.4966

19

DZAKWAN

20

FADLUL ALBAN

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

40

IRVAN

12187.5

1812116.5

1.5244E-16

3.52809E+16

2124.643698

15387.91564

Universitas Sumatera Utara

55

HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR
CIRI ORDE 1, CIRI ORDE 2 DAN DCT
NO

NAMA

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

35

HARIS FATHANAYA

608.0522061

9.29195E+15

6.86256E+15

Universitas Sumatera Utara

56

HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR
CIRI ORDE 1, CIRI ORDE 2 DAN DCT
NO

NAMA

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

HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
NO

NAMA

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

24

FARHAN IJLAL

120.9858571

950.7393714

0.943792835

3.295696933

6.728201502

Universitas Sumatera Utara

57

HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
NO

NAMA

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

HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
NO

DENGAN POSISI KOORDINAT 15 DERAJAT KIRI

NAMA
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

13

CHAIRUL AZMI

13705.75

1360071.5

1.46852E-16

3.25657E+16

2892.307694

20636.90074

Universitas Sumatera Utara

58

HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
NO

DENGAN POSISI KOORDINAT 15 DERAJAT KIRI

NAMA
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

40

IRVAN

12779

1974517.5

1.13087E-16

4.53566E+16

2168.722708

16275.4901

Universitas Sumatera Utara

59

HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR CIRI
ORDE 1, CIRI ORDE 2 DAN DCT
NO

NAMA

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

35

HARIS FATHANAYA

714.1029175

8.91711E+15

6.58572E+15

Universitas Sumatera Utara

60

HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR CIRI
ORDE 1, CIRI ORDE 2 DAN DCT
NO

NAMA

DENGAN POSISI KOORDINAT 15 DERAJAT KIRI
CIRI ORDE SATU
& DCT

36

IDHAM

37

ILMAN NAFIYAN

38

CIRI ORDE DUA
& DCT

CIRI ORDE SATU, DUA
& DCT

535.8772641

6.59883E+15

4.87356E+15

506.102784

7.22845E+15

5.33857E+15

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

HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
NO

NAMA

DENGAN POSISI KOORDINAT 15 DERAJAT KANAN
MEAN

1

ABDUL JABBAR

2

VARIANCE1

SKEWNESS

KURTOSIS

ENTROPY1

145.085875

1209.88175

0.961659513

3.854020777

6.893660637

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

24

FARHAN IJLAL

122.4386111

1130.464843

1.000693533

3.444721335

6.738524641

Universitas Sumatera Utara

61

HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
NO

NAMA

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

HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
NO

DENGAN POSISI KOORDINAT 15 DERAJAT KANAN

NAMA
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

13

CHAIRUL AZMI

14479

1839471

9.12029E-17

4.96355E+16

3034.390531

22847.51297

Universitas Sumatera Utara

62

HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
NO

DENGAN POSISI KOORDINAT 15 DERAJAT KANAN

NAMA
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

40

IRVAN

13701.75

2399567.5

7.7991E-17

6.1337E+16

2397.297231

17609.69971

Universitas Sumatera Utara

63

HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR CIRI
ORDE 1, CIRI ORDE 2 DAN DCT
NO

NAMA

DENGAN POSISI KOORDINAT 15 DERAJAT KANAN
CIRI ORDE SATU
& DCT

1

ABDUL JABBAR

2

ABIMANYU

3

CIRI ORDE DUA
& DCT

CIRI ORDE SATU, DUA
& DCT

611.19652

1.0834E+16

8.00142E+15

513.644395

2.51479E+15

1.8573E+15

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

35

HARIS FATHANAYA

750.8784538

9.62796E+15

7.11072E+15

Universitas Sumatera Utara

64

HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR CIRI
ORDE 1, CIRI ORDE 2 DAN DCT
NO

DENGAN POSISI KOORDINAT 15 DERAJAT KANAN

NAMA

CIRI ORDE SATU
& DCT
36

IDHAM

37

CIRI ORDE DUA
& DCT

CIRI ORDE SATU, DUA
& DCT

851.897032

1.07933E+16

7.97139E+15

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

HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
NO

NAMA

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

25

FARHAN TARIGAN

151.1184286

1758.228118

1.244073951

3.504465359

6.833973381

Universitas Sumatera Utara

65

HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
NO

NAMA

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

HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
NO

NAMA

DENGAN POSISI KOORDINAT 30 DERAJAT KIRI
ASM

1

ABDUL JABBAR

2

ABIMANYU

3

CONTRAST

CORRELATION

VARIANCE2

IDM

ENTROPY2

12882.25

1027037.5

1.0531E-16

4.83156E+16

3039.69937

23502.08599

12862.5

1062626

4.26741E-16

1.19415E+16

3042.917971

21377.99343

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

15

DAFFA SIREGAR

12922.25

1619726.5

1.69933E-16

2.98491E+16

2850.997105

21806.16392

Universitas Sumatera Utara

66

HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
NO

NAMA

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

40

IRVAN

12707.75

1437837

1.18007E-16

4.37089E+16

2379.518871

17218.10901

Universitas Sumatera Utara

67

HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR CIRI
ORDE 1, CIRI ORDE 2 DAN DCT
NO

NAMA

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

35

HARIS FATHANAYA

948.4184553

6.18165E+15

4.56545E+15

Universitas Sumatera Utara

68

HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR CIRI
ORDE 1, CIRI ORDE 2 DAN DCT
NO

NAMA

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

HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
NO

NAMA

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

24

FARHAN IJLAL

123.5572857

1123.271861

1.009112878

3.329488566

6.701642144

Universitas Sumatera Utara

69

HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE SATU
NO

NAMA

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

HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
NO

DENGAN POSISI KOORDINAT 30 DERAJAT KANAN

NAMA
ASM

CONTRAST

CORRELATION

VARIANCE2

IDM

ENTROPY2

13698.75

2229061

8.72459E-17

5.48425E+16

3032.877556

22133.52557

13170.5

1576474.5

2.46729E-16

2.01708E+16

2795.96402

19671.97992

14997

1743294

5.59813E-17

7.80712E+16

3269.064336

22794.29418

13151.5

1377813

2.37411E-16

2.09928E+16

3419.959854

24978.43207

1

ABDUL JABBAR

2

ABIMANYU

3

ABIYU SYAUQI

4

ADLANI

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

13

CHAIRUL AZMI

14299

1571552

1.29062E-16

3.55171E+16

3036.792288

22731.84197

Universitas Sumatera Utara

70

HASIL DATA TRAINING PADA EKSTRAKSI FITUR CIRI ORDE DUA
NO

DENGAN POSISI KOORDINAT 30 DERAJAT KANAN

NAMA
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

40

IRVAN

14392.75

2004992.5

6.28043E-17

7.25115E+16

2696.428674

20687.23399

Universitas Sumatera Utara

71

HASIL DATA TRAINING KOMBINASI EKSTRAKSI FITUR CIRI
ORDE 1, CIRI ORDE 2 DAN DCT
NO

NAMA

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