Topsis Tekstur Kopi

22
1 2 3 4 b7 0.5 0.25 0 0.75 b6 -2 -0.75 1 -0.75 b5 1 2.75 3.5 -0.25 b4 -0.5 -0.25 0.5 -0.75 b3 1.5 0.75 1.5 0.75 b2 1 -1.25 -0.5 0.25 b1 -1 1.25 0 2.75 a 6.5 3.25 -1 -0.75 No A B C D E 1 1 1 1 1 1 2 1 1 1 1 1 3 1 1 1 1 1 4 1 1 1 1 2 5 1 1 1 2 1 6 1 1 2 1 1 7 1 2 1 1 1 8 1 2 2 1 1 9 1 2 1 2 1 10 1 2 1 1 2 11 1 2 1 1 1 12 1 2 1 1 1 13 1 1 2 2 1 14 1 1 2 1 2 15 1 1 2 1 1 16 1 1 2 1 1 17 1 1 1 2 2 18 1 1 1 2 1 19 1 1 1 2 1 20 1 1 1 1 2 21 1 1 1 1 2 22 1 1 1 1 1 23 1 2 2 2 1 24 1 2 1 2 2 25 1 2 1 1 2 26 1 2 1 1 1 27 1 2 2 1 1 28 1 2 1 2 1 29 1 2 1 2 1 30 1 2 1 1 2 31 1 2 1 1 2 32 1 2 1 1 1 33 1 2 2 1 2 34 1 1 2 2 2

description

a

Transcript of Topsis Tekstur Kopi

Page 1: Topsis Tekstur Kopi

1 2 3 4 BIAYAb7 0.5 0.25 0 0.75 HASIL KMRNb6 -2 -0.75 1 -0.75 RATA2 HASIL SKRGb5 1 2.75 3.5 -0.25 K=46878/(21,5-12,5)^2b4 -0.5 -0.25 0.5 -0.75 Bobot KUAT LENTUR (W1)= 0,750/(0,750+0,583)=0,562641b3 1.5 0.75 1.5 0.75b2 1 -1.25 -0.5 0.25b1 -1 1.25 0 2.75

a 6.5 3.25 -1 -0.75

No A B C D E F1 1 1 1 1 1 12 1 1 1 1 1 13 1 1 1 1 1 24 1 1 1 1 2 15 1 1 1 2 1 16 1 1 2 1 1 17 1 2 1 1 1 18 1 2 2 1 1 19 1 2 1 2 1 110 1 2 1 1 2 111 1 2 1 1 1 212 1 2 1 1 1 113 1 1 2 2 1 114 1 1 2 1 2 115 1 1 2 1 1 216 1 1 2 1 1 117 1 1 1 2 2 118 1 1 1 2 1 219 1 1 1 2 1 120 1 1 1 1 2 221 1 1 1 1 2 122 1 1 1 1 1 223 1 2 2 2 1 124 1 2 1 2 2 125 1 2 1 1 2 226 1 2 1 1 1 227 1 2 2 1 1 128 1 2 1 2 1 229 1 2 1 2 1 130 1 2 1 1 2 231 1 2 1 1 2 132 1 2 1 1 1 233 1 2 2 1 2 134 1 1 2 2 2 1

Page 2: Topsis Tekstur Kopi

35 1 1 2 1 2 236 1 1 2 1 1 237 1 1 1 2 2 238 1 1 1 2 1 239 1 1 1 1 2 240 1 1 2 1 2 141 1 1 2 2 1 142 1 1 2 2 1 243.3 1 2 2 1 1 244 1 2 1 2 2 245 1 2 1 1 2 246 1 2 2 1 2 147 1 2 1 1 2 248 1 1 2 2 2 249 1 1 2 1 2 250.2 1 1 1 2 2 251 1 2 2 2 2 152 1 2 1 2 2 153 1 2 2 2 1 254 1 2 1 2 2 155 1 2 2 1 2 256 1 2 2 2 1 257.4 1 2 2 2 2 158 1 2 2 2 2 159 1 2 2 2 2 260 1 2 2 2 1 261 1 1 2 2 2 262 1 2 2 2 2 263 1 2 1 2 2 264 1 2 2 2 2 265 2 1 1 1 1 166 2 1 1 1 1 167 2 1 1 1 1 268 2 1 1 1 2 169 2 1 1 2 1 170 2 1 2 1 1 171 2 2 1 1 1 172 2 2 2 1 1 173 2 2 1 2 1 174 2 2 1 1 2 175 2 2 1 1 1 276 2 2 1 1 1 177 2 1 2 2 1 178 2 1 2 1 2 1

Page 3: Topsis Tekstur Kopi

79 2 1 2 1 1 280 2 1 2 1 1 181 2 1 1 2 2 182 2 1 1 2 1 283 2 1 1 2 1 184 2 1 1 1 2 285 2 1 1 1 2 186 2 1 1 1 1 287 2 2 2 2 1 188 2 2 1 2 2 189 2 2 1 1 2 290 2 2 1 1 1 291 2 2 2 1 1 192 2 2 1 2 1 293.8 2 2 1 2 1 194.7 2 2 1 1 2 295 2 2 1 1 2 196 2 2 1 1 1 297 2 2 2 1 2 198 2 1 2 2 2 199 2 1 2 1 2 2100 2 1 2 1 1 2101 2 1 1 2 2 2102 2 1 1 2 1 2103 2 1 1 1 2 2104.5 2 1 2 1 2 1105 2 1 2 2 1 1106.6 2 1 2 2 1 2107 2 2 2 2 2 1108 2 2 1 2 2 2109 2 2 1 1 2 2110 2 2 2 1 2 1111 2 2 1 1 2 2112 2 1 2 2 2 2113 2 1 2 1 2 2114 2 1 1 2 2 2115 2 2 2 2 2 1116 2 2 1 2 2 1117 2 2 2 2 1 2118 2 2 1 2 2 1119 2 2 2 1 2 2120 2 2 2 2 1 2121 2 2 2 2 2 1122 2 2 2 2 2 1

Page 4: Topsis Tekstur Kopi

123 2 2 2 2 2 2124 2 2 2 2 1 2125 2 1 2 2 2 2126 2 2 2 2 2 2127 2 2 1 2 2 2128 2 2 2 2 2 2

Trial 1 2 3 4 5 61 1 1 1 1 1 12 1 1 1 2 2 23 1 2 2 1 1 24 1 2 2 2 2 15 2 1 2 1 2 16 2 1 2 2 1 27 2 2 1 1 2 28 2 2 1 2 1 1

Page 5: Topsis Tekstur Kopi

Rp 46,878 1250%

21.55788

Bobot KUAT LENTUR (W1)= 0,750/(0,750+0,583)=0,562641

G 1 2 3 4 AVERAGE MSD SNR

1 7 6 5 2 5.00000 0.08455 10.7290

2 7.5 6.25 5 2.75 5.37500 0.05390 12.6839

1 5 5.25 6 1.25 4.37500 0.18601 7.3045

1 8 8.75 8.5 1.75 6.75000 0.09226 10.3497

1 6.5 5.75 5.5 1.25 4.75000 0.18174 7.4054

1 8.5 6.75 6.5 2.75 6.12500 0.04792 13.1946

1 8 4.75 4.5 2.25 4.87500 0.07671 11.1512

1 9.5 5.5 6 3 6.00000 0.04576 13.3954

1 7.5 4.5 5 1.5 4.62500 0.13790 8.6043

1 9 7.5 8 2 6.62500 0.07394 11.3114

1 6 4 5.5 1.5 4.25000 0.14195 8.4788

2 8.5 5 4.5 3 5.25000 0.05358 12.7097

1 8 6.5 7 2 5.87500 0.07743 11.1112

1 9.5 9.5 10 2.5 7.87500 0.04804 13.1840

1 6.5 6 7.5 2 5.50000 0.07981 10.9796

2 9 7 6.5 3.5 6.50000 0.03451 14.6201

1 7.5 8.5 9 1 6.50000 0.26099 5.8337

1 4.5 5 6.5 0.5 4.12500 1.02826 -0.1210

2 7 6 5.5 2 5.12500 0.08281 10.8191

1 6 8 9.5 1 6.12500 0.26362 5.7902

2 8.5 9 8.5 2.5 7.12500 0.05001 13.0097

2 5.5 5.5 6 2 4.75000 0.08597 10.6564

1 9 5.25 6.5 2.25 5.75000 0.06746 11.7098

1 8.5 7.25 8.5 1.25 6.37500 0.17168 7.6529

1 7 6.75 9 1.25 6.00000 0.17368 7.6026

2 6.5 4.25 5.5 2.25 4.62500 0.07741 11.1123

2 10 5.75 6 3.75 6.37500 0.03478 14.5862

1 5.5 3.75 6 0.75 4.00000 0.47743 3.2109

2 8 4.75 5 2.25 5.00000 0.07437 11.2861

1 7 6.75 9 1.25 6.00000 0.17368 7.6026

2 9.5 7.75 8 2.75 7.00000 0.04390 13.5757

2 6.5 4.25 5.5 2.25 4.62500 0.07741 11.1123

1 10.5 8.25 9.5 2.75 7.75000 0.04177 13.7915

1 9 9.25 10.5 1.75 7.62500 0.08991 10.4620

H2
biaya ini adalah biaya yang keluar dari eksperimen tersebut, setelah di rekayasa kualitas ada 4 replikasi ,
H6
0,750 adalah bilangan fuzzy
N13
NILAI PEMBULATAN DARI PEMBAGIAN
O14
KARENA KARAKTERISTIKNY ADALAH NTB
Page 6: Topsis Tekstur Kopi

1 7.5 8.75 11 1.75 7.25000 0.09141 10.3901

2 7 6.25 7.5 2.75 5.87500 0.04900 13.0977

1 5.5 7.75 10 0.25 5.87500 4.01493 -6.0368

2 5 5.25 6.5 1.25 4.50000 0.18499 7.3286

2 6.5 8.25 9.5 1.75 6.50000 0.09399 10.2690

2 10 9.75 10 3.25 8.25000 0.03130 15.0448

2 8.5 6.75 7 2.75 6.25000 0.04711 13.2691

1 6 5.75 8 1.25 5.25000 0.17841 7.4858

2 8 5 7 3 5.75000 0.04679 13.2988

1 6.5 6.5 9.5 0.5 5.75000 1.01460 -0.0630

2 7.5 7 9 2 6.37500 0.07513 11.2417

2 11 8.5 9.5 3.5 8.12500 0.02870 15.4205

2 7.5 7 9 2 6.37500 0.07513 11.2417

1 7 8.5 11.5 1 7.00000 0.26045 5.8427

2 8 9 11 2.5 7.62500 0.04906 13.0928

2 6 8 10 1 6.25000 0.26335 5.7947

1 10 8 10 2 7.50000 0.07141 11.4626

2 9 7.5 8.5 2 6.75000 0.07349 11.3377

1 7 4.5 7.5 1.5 5.12500 0.13300 8.7614

2 9 7.5 8.5 2 6.75000 0.07349 11.3377

1 8.5 7.5 10.5 2 7.12500 0.07267 11.3863

1 7 4.5 7.5 1.5 5.12500 0.13300 8.7614

1 10 8 10 2 7.50000 0.07141 11.4626

2 10.5 8.25 10 2.75 7.87500 0.04150 13.8197

1 8 7.25 11 1.25 6.87500 0.17073 7.6769

2 7.5 4.75 7.5 2.25 5.50000 0.06935 11.5894

2 7.5 8.75 11.5 1.75 7.37500 0.09123 10.3985

1 8 7.25 11 1.25 6.87500 0.17073 7.6769

2 7 6.75 9.5 1.25 6.12500 0.17336 7.6105

2 8.5 7.5 11 2 7.25000 0.07247 11.3984

1 6 7.25 5 4.75 5.75000 0.03278 14.8438

2 6.5 7.5 5 5.5 6.12500 0.02863 15.4324

1 4 6.5 6 4 5.12500 0.04411 13.5545

1 7 10 8.5 4.5 7.50000 0.02341 16.3064

1 5.5 7 5.5 4 5.50000 0.03726 14.2880

1 7.5 8 6.5 5.5 6.87500 0.02253 16.4719

1 7 6 4.5 5 5.62500 0.03439 14.6354

1 8.5 6.75 6 5.75 6.75000 0.02345 16.2980

1 6.5 5.75 5 4.25 5.37500 0.03732 14.2807

1 8 8.75 8 4.75 7.37500 0.02216 16.5447

1 5 5.25 5.5 4.25 5.00000 0.04118 13.8536

2 7.5 6.25 4.5 5.75 6.00000 0.03075 15.1213

1 7 7.75 7 4.75 6.62500 0.02545 15.9437

1 8.5 10.75 10 5.25 8.62500 0.01719 17.6463

Page 7: Topsis Tekstur Kopi

1 5.5 7.25 7.5 4.75 6.25000 0.02855 15.4446

2 8 8.25 6.5 6.25 7.25000 0.01990 17.0122

1 6.5 9.75 9 3.75 7.25000 0.02941 15.3149

1 3.5 6.25 6.5 3.25 4.87500 0.05639 12.4877

2 6 7.25 5.5 4.75 5.87500 0.03105 15.0800

1 5 9.25 9.5 3.75 6.87500 0.03347 14.7535

2 7.5 10.25 8.5 5.25 7.87500 0.01935 17.1322

2 4.5 6.75 6 4.75 5.50000 0.03586 14.4542

1 8 6.5 6.5 5 6.50000 0.02574 15.8938

1 7.5 8.5 8.5 4 7.12500 0.02699 15.6880

1 6 8 9 4 6.75000 0.02956 15.2926

2 5.5 5.5 5.5 5 5.37500 0.03479 14.5850

2 9 7 6 6.5 7.12500 0.02105 16.7675

1 4.5 5 6 3.5 4.75000 0.04970 13.0366

2 7 6 5 5 5.75000 0.03205 14.9422

1 6 8 9 4 6.75000 0.02956 15.2926

2 8.5 9 8 5.5 7.75000 0.01872 17.2776

2 5.5 5.5 5.5 5 5.37500 0.03479 14.5850

1 9.5 9.5 9.5 5.5 8.50000 0.01657 17.8055

1 8 10.5 10.5 4.5 8.37500 0.02079 16.8221

1 6.5 10 11 4.5 8.00000 0.02283 16.4151

2 6 7.5 7.5 5.5 6.62500 0.02410 16.1802

1 4.5 9 10 3 6.62500 0.04571 13.3999

2 4 6.5 6.5 4 5.25000 0.04308 13.6568

2 5.5 9.5 9.5 4.5 7.25000 0.02615 15.8252

2 9 11 10 6 9.00000 0.01460 18.3574

2 7.5 8 7 5.5 7.00000 0.02172 16.6320

1 5 7 8 4 6.00000 0.03463 14.6051

1 9 9.25 10 4.75 8.25000 0.01959 17.0800

1 5.5 7.75 9.5 3.25 6.50000 0.03887 14.1044

2 6.5 8.25 9 4.75 7.12500 0.02376 16.2421

2 10 9.75 9.5 6.25 8.87500 0.01430 18.4467

2 6.5 8.25 9 4.75 7.12500 0.02376 16.2421

1 6 9.75 11.5 3.75 7.75000 0.02924 15.3399

2 7 10.25 11 5.25 8.37500 0.01862 17.3007

2 5 9.25 10 3.75 7.00000 0.03320 14.7887

1 9 9.25 10 4.75 8.25000 0.01959 17.0800

2 8 8.75 8.5 4.75 7.50000 0.02171 16.6330

1 6 5.75 7.5 4.25 5.87500 0.03279 14.8424

2 8 8.75 8.5 4.75 7.50000 0.02171 16.6330

1 7.5 8.75 10.5 4.75 7.87500 0.02106 16.7659

1 6 5.75 7.5 4.25 5.87500 0.03279 14.8424

1 9 9.25 10 4.75 8.25000 0.01959 17.0800

2 9.5 9.5 10 5.5 8.62500 0.01630 17.8769

Page 8: Topsis Tekstur Kopi

1 7 8.5 11 4 7.62500 0.02625 15.8082

2 6.5 6 7.5 5 6.25000 0.02731 15.6374

2 6.5 10 11.5 4.5 8.12500 0.02265 16.4487

1 7 8.5 11 4 7.62500 0.02625 15.8082

2 6 8 9.5 4 6.87500 0.02925 15.3394

2 7.5 8.75 11 4.75 8.00000 0.02086 16.8076

7 REP1 REP2 REP3 REP41 20 20.88 21 20.222 23 25 23 212 21 22.67 22.1 201 25 26 25 212 19.45 19.23 19 19.131 20 20 22 251 19.67 19.89 20.12 20.142 21 20 25 21

Page 9: Topsis Tekstur Kopi

Li1 Li1^2 ri1 vi1 (vi1-v1*)^2

1957.42023 3831493.9441189 3.32677208689 1.871778 3.3636747

1247.94595 1557369.0933192 2.120971110131 1.193345 1.3354098

4306.61324 18546917.6215994 7.319389331307 4.118189 16.6500113

2136.10578 4562947.8933696 3.630460633151 2.042646 4.0196240

4207.71531 17704868.1103836 7.151305398697 4.023618 15.8871726

1109.49447 1230977.9899168 1.885663180203 1.060951 1.0469493

1776.10516 3154549.5337832 3.018614492513 1.698396 2.7577593

1059.36070 1122245.0839182 1.800457328854 1.013011 0.9511420

3192.68938 10193265.4945078 5.426198102655 3.053002 9.0917659

1711.79207 2930232.0837296 2.909309913225 1.636897 2.5572840

3286.31107 10799840.4172391 5.585314676474 3.142527 9.6396653

1240.56900 1539011.4394154 2.10843346708 1.186291 1.3191559

1792.55403 3213249.9569935 3.046570499161 1.714125 2.8102481

1112.22593 1237046.5148662 1.890305474998 1.063563 1.0523013

1847.66964 3413883.0926496 3.140243313512 1.766830 2.9897302

799.06312 638501.8663268 1.358063455065 0.764102 0.5275933

6042.46529 36511386.8357788 10.26959086409 5.778093 32.9515822

23806.34124 566741883.3940690 40.46053599359 22.764756 516.5170032

1917.23907 3675805.6505090 3.258481410324 1.833355 3.2242125

6103.34824 37250859.7602766 10.37306567579 5.836312 33.6233682

1157.75824 1340404.1501853 1.967690818198 1.107104 1.1435255

1990.45546 3961912.9530854 3.382917774329 1.903368 3.4805463

1561.75498 2439078.6169039 2.654311425983 1.493424 2.1189997

3974.65798 15797906.0677563 6.755208230781 3.800757 14.1602526

4020.93353 16167906.4740363 6.833856755347 3.845008 14.4952439

1792.08447 3211566.7632606 3.045772453543 1.713676 2.8087429

805.31127 648526.2427832 1.368682626315 0.770077 0.5363086

11053.48551 122179541.9118630 18.78616893483 10.569869 110.9256123

1721.79800 2964588.3456792 2.926315688618 1.646465 2.5879774

4020.93353 16167906.4740363 6.833856755347 3.845008 14.4952439

1016.29212 1032849.6752258 1.727259284482 0.971827 0.8725071

1792.08447 3211566.7632606 3.045772453543 1.713676 2.8087429

967.02669 935140.6150522 1.643529247581 0.924717 0.7867174

2081.56130 4332897.4343263 3.537758487561 1.990488 3.8132012

P14
5788 adalah konstanta nyaa, itu digunakan untuk mencari Li dan indeks
Q14
Ika: dari Li1 dikuadratin
R14
346196 didapatkan dari SUM L1^2
T14
0,034776 didapat dari nilai minimum, nilai minimum yang dimasukkan karena
Page 10: Topsis Tekstur Kopi

2116.29004 4478683.5314646 3.596782405265 2.023697 3.9440024

1134.54840 1287200.0688979 1.92824406956 1.084909 1.0965507

92953.58513 8640368988.1659800 157.9810958083 88.886642 7894.1262719

4282.82955 18342628.9345909 7.278967284288 4.095445 16.4649247

2176.12572 4735523.1330089 3.698477307778 2.080915 4.1745394

724.62259 525077.8985195 1.231546590928 0.692919 0.4292511

1090.62284 1189458.1814785 1.853589523303 1.042905 1.0103455

4130.59766 17061837.0257436 7.020238581571 3.949874 15.3047459

1083.19106 1173302.8726604 1.8409586936 1.035799 0.9961095

23490.12113 551785790.6865410 39.92309787321 22.462372 502.8638383

1739.47702 3025780.2922566 2.956362413365 1.663371 2.6426557

664.56820 441650.8888555 1.129479964686 0.635492 0.3573000

1739.47702 3025780.2922566 2.956362413365 1.663371 2.6426557

6029.99877 36360885.1793026 10.24840313869 5.766172 32.8148620

1135.80900 1290062.0864511 1.930386550865 1.086115 1.0990768

6097.09528 37174570.8263001 10.36243832773 5.830333 33.5540603

1653.19750 2733061.9740063 2.809724361655 1.580866 2.3812197

1701.46529 2894984.1485405 2.891758842239 1.627022 2.5257985

3079.29183 9482038.1847475 5.233471062084 2.944565 8.4495990

1701.46529 2894984.1485405 2.891758842239 1.627022 2.5257985

1682.50737 2830831.0522395 2.859538529386 1.608894 2.4685048

3079.29183 9482038.1847475 5.233471062084 2.944565 8.4495990

1653.19750 2733061.9740063 2.809724361655 1.580866 2.3812197

960.77372 923086.1484997 1.632901899516 0.918738 0.7761461

3952.70874 15623906.3728904 6.717903963449 3.779768 14.0027302

1605.63605 2578067.1362558 2.728890368775 1.535386 2.2429244

2112.22092 4461477.2328874 3.589866660271 2.019806 3.9285625

3952.70874 15623906.3728904 6.717903963449 3.779768 14.0027302

4013.60971 16109062.8762822 6.821409402438 3.838005 14.4419655

1677.84322 2815157.8546758 2.851611472124 1.604434 2.4545098

758.94616 575999.2763233 1.2898818923 0.725740 0.4733363

662.75070 439238.4951133 1.126391007481 0.633754 0.3552253

1021.27186 1042996.2132902 1.735722698982 0.976589 0.8814257

541.94034 293699.3279106 0.921065368748 0.518229 0.2308640

862.55013 743992.7352678 1.465964064948 0.824811 0.6194721

521.66820 272137.7146402 0.886611466771 0.498844 0.2126113

796.24739 634009.9017044 1.353277924666 0.761410 0.5236891

542.98518 294832.9055115 0.922841153448 0.519228 0.2318252

864.01937 746529.4739249 1.468461134493 0.826216 0.6216856

513.00522 263174.3591358 0.871888128048 0.490560 0.2050405

953.29721 908775.5789870 1.620195050624 0.911588 0.7636001

711.96012 506887.2126472 1.210025840252 0.680810 0.4135315

589.14304 347089.5204428 1.001289651886 0.563367 0.2762770

398.07164 158461.0330337 0.676550498823 0.380655 0.1175866

Page 11: Topsis Tekstur Kopi

660.88500 436768.9893733 1.12322012211 0.631970 0.3531018

460.64387 212192.7736852 0.78289635671 0.440490 0.1622024

680.92824 463663.2722716 1.15728500268 0.651136 0.3762473

1305.63301 1704677.5571138 2.219014289529 1.248508 1.4659456

718.76500 516623.1319118 1.221591215735 0.687317 0.4219429

774.89053 600455.3371537 1.316980461445 0.740987 0.4945482

448.09499 200789.1169494 0.761568657088 0.428490 0.1526807

830.17109 689184.0349860 1.410933617839 0.793849 0.5716919

595.94567 355151.2364433 1.012851189942 0.569872 0.2831577

624.86923 390461.5559317 1.06200880498 0.597530 0.3133578

684.42207 468433.5670302 1.163223001387 0.654477 0.3803571

805.53653 648889.0994335 1.369065468297 0.770292 0.5366242

487.35110 237511.0943993 0.8282871572 0.466028 0.1834257

1150.61473 1323914.2665351 1.95554992645 1.100273 1.1289627

741.94023 550475.3000808 1.260979120772 0.709479 0.4512246

684.42207 468433.5670302 1.163223001387 0.654477 0.3803571

433.34386 187786.9007763 0.736498089122 0.414384 0.1418562

805.53653 648889.0994335 1.369065468297 0.770292 0.5366242

383.73773 147254.6492184 0.652189023001 0.366948 0.1083741

481.26239 231613.4908392 0.817938975673 0.460206 0.1784725

528.53595 279350.2547530 0.898283687329 0.505411 0.2187108

557.91218 311265.9964733 0.948210624222 0.533502 0.2457742

1058.27506 1119946.1062762 1.798612218002 1.011973 0.9491182

997.48817 994982.6406726 1.695300651964 0.953846 0.8392386

605.43193 366547.8236155 1.028973759705 0.578943 0.2928940

337.94928 114209.7149367 0.574368350553 0.323163 0.0814630

502.79657 252804.3905348 0.854537809871 0.480798 0.1962951

801.82995 642931.2670806 1.362765877369 0.766748 0.5314439

453.51510 205675.9489640 0.770780523351 0.433673 0.1567580

899.81442 809665.9966392 1.529297320206 0.860445 0.6768343

550.02221 302524.4366482 0.934801084598 0.525957 0.2383504

331.07202 109608.6844325 0.562679975361 0.316587 0.0777522

550.02221 302524.4366482 0.934801084598 0.525957 0.2383504

677.02074 458357.0869832 1.15064393459 0.647399 0.3716773

431.04364 185798.6211600 0.732588708475 0.412184 0.1402041

768.63757 590803.7115239 1.306353113381 0.735008 0.4861740

453.51510 205675.9489640 0.770780523351 0.433673 0.1567580

502.67845 252685.6240403 0.854337057062 0.480685 0.1961950

759.18084 576355.5538700 1.290280751235 0.725965 0.4736452

502.67845 252685.6240403 0.854337057062 0.480685 0.1961950

487.52687 237682.4463331 0.828585886439 0.466196 0.1835697

759.18084 576355.5538700 1.290280751235 0.725965 0.4736452

453.51510 205675.9489640 0.770780523351 0.433673 0.1567580

377.48477 142494.7523015 0.641561674936 0.360969 0.1044730

Page 12: Topsis Tekstur Kopi

607.81789 369442.5829876 1.033028856368 0.581224 0.2953688

632.18964 399663.7388950 1.074450347394 0.604530 0.3212439

524.46684 275065.4649979 0.891367942335 0.501520 0.2150865

607.81789 369442.5829876 1.033028856368 0.581224 0.2953688

677.09824 458462.0290036 1.150775648478 0.647474 0.3717677

482.86271 233156.3984702 0.820658829176 0.461736 0.1797678333400.2747065 10367013845.1453000 MIN 0.316587

MAX 88.886642

Page 13: Topsis Tekstur Kopi

(vi1-v1¯)^2 SNR

3.26524312269777 27.682928

1.27365965075332 27.682928

16.4301207334172 27.634088

3.91195391829442 27.634088

15.6723953080838 27.602712

0.992357492789701 27.602712

2.6687021394408 27.573455

0.899142241695671 27.545305

8.92946789248798 27.537459

2.47155198395877 27.512829

9.4725268107501 27.493978

1.25778717961316 27.451481

2.7203404867271 27.438651

0.997568205723044 27.428951

2.89697297075334 27.422461

0.489051512029461 27.393881

32.6419439889243 27.387464

515.288930011905 27.366426

3.12785837666165 27.336023

33.3105821452247 27.32164

1.08643834044445 27.312845

3.38040671430279 27.267043

2.04102492173158 27.263162

13.95752499764 27.263162

14.2901237220418 27.255497

2.71885953261518 27.234397

0.497443803975124 27.218398

110.35689228554 27.193907

2.50172802558726 27.184955

14.2901237220418 27.128433

0.822734062618546 27.123931

2.71885953261518 27.123931

0.739491539724242 27.071781

3.70835119804558 27.071781

Page 14: Topsis Tekstur Kopi

3.83735678952956 27.071781

1.04066352662938 27.0665

7889.32312059322 27.012877

16.2462638231004 26.98177

4.06480022098869 26.975683

0.394558107676926 26.975683

0.95672942133114 26.937815

15.0939558222085 26.936179

0.942877588268023 26.918005

501.652114429456 26.884864

2.55549224089071 26.861098

0.325711886534017 26.823979

2.55549224089071 26.815344

32.5058683471127 26.795146

1.04312440471371 26.775088

33.24159751156 26.772797

2.29851713710069 26.772797

2.44060033763241 26.763614

8.29316390306603 26.729039

2.44060033763241 26.682676

2.38428686440518 26.68175

8.29316390306603 26.666519

2.29851713710069 26.657902

0.729243510260142 26.650533

13.8011373551061 26.642355

2.16268084833294 26.629374

3.82212731600716 26.618364

13.8011373551061 26.618364

14.2372239393749 26.595148

2.37053299332599 26.586979

0.436868700291591 26.576065

0.323731142800265 26.543168

0.831395205837066 26.520007

0.205616122691815 26.508641

0.577647861940112 26.504236

0.188411523346109 26.494992

0.485292862031138 26.488951

0.206523229576 26.473133

0.57978545394506 26.473

0.181288615428203 26.444642

0.717084065732872 26.444642

0.37949314421209 26.438126

0.248588608695435 26.434524

0.0997770467124554 26.434524

Page 15: Topsis Tekstur Kopi

0.321704147532392 26.418097

0.141157695293308 26.410098

0.343813348408011 26.390444

1.40121296965182 26.379582

0.387552693890617 26.351173

0.457256182481885 26.344008

0.132284782821674 26.332123

0.531541755016371 26.310048

0.255117530815747 26.307487

0.283822238633908 26.292881

0.347742496051503 26.284895

0.497747695965871 26.272416

0.161000209820289 26.265725

1.07224485458868 26.240082

0.415636224872135 26.208329

0.347742496051503 26.161902

0.122222971752268 26.149568

0.497747695965871 26.123458

0.0913056719100608 26.103815

0.156361724016121 26.103137

0.19415588272173 25.999826

0.219700476233448 25.999826

0.897174535580899 25.961609

0.790437737338412 25.959025

0.264363410749956 25.939314

0.0667618693208901 25.871466

0.173070982883402 25.871466

0.492759011263373 25.846497

0.136081842143933 25.831362

0.633083386647204 25.787262

0.212684609987089 25.780354

0.0634066766215838 25.780268

0.212684609987089 25.776186

0.3394454281812 25.729258

0.120689847381053 25.729258

0.449205333470742 25.69513

0.136081842143933 25.666203

0.17297701570831 25.661844

0.437165408719735 25.642694

0.17297701570831 25.624381

0.161135119550969 25.601169

0.437165408719735 25.599768

0.136081842143933 25.546901

0.0877278658739916 25.531351

Page 16: Topsis Tekstur Kopi

0.266714806697717 25.513934

0.291329865931978 25.502151

0.190741959009277 25.443255

0.266714806697717 25.43327

0.339531786771517 25.367082

0.157574307528706 25.337207

Page 17: Topsis Tekstur Kopi

1 2 3 4 BIAYA 46878b7 -0.055 0.0325 0.445 0.5325 HASIL KMRN 12.5b6 -0.445 0.3625 -0.445 0.3625 RATA2 HASIL 21.5b5 1.28 1.6425 1.28 1.6425 K=46878/(21 5788b4 2.22 2.0825 3.195 2.1275 Bobot KUAT LENTUR (W1)= 0,750/(0,750+0,583)=0,562641b3 0.445 0.5325 -0.255 0.6925b2 -0.445 0.325 -0.695 1.1975b1 1.28 1.6425 -0.745 -1.2375

a 17.72 19.2225 18.695 18.7875

No A B C D E F G y1 y21 1 1 1 1 1 1 12 1 1 1 1 1 1 23 1 1 1 1 1 2 14 1 1 1 1 2 1 15 1 1 1 2 1 1 16 1 1 2 1 1 1 17 1 2 1 1 1 1 18 1 2 2 1 1 1 19 1 2 1 2 1 1 1

10 1 2 1 1 2 1 111 1 2 1 1 1 2 1

Page 18: Topsis Tekstur Kopi

Bobot KUAT LENTUR (W1)= 0,750/(0,750+0,583)=0,562641

n o

y3 y4