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*   数据分析报告  *

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回归数据

========

第一维              第二维             第三维

50                       21.5                    150                    

60                       30                       150                    

70                       43.5                    150                    

100                     155                     150                    

124                     400                     150                    

132                     500                     150                    

150                     760                     150                    

50                       6.75                    175                    

70                       18.5                    175                    

100                     68                       175                    

125                     170                     175                    

152                     400                     175                    

158                     500                     175                    

175                     760                     175                    

50                       2                          200                    

90                       17                       200                    

130                     93                       200                    

150                     180                     200                    

176                     400                     200                    

183                     500                     200                    

200                     760                     200                    

50                       0.55                    225                    

90                       6.3                      225                    

120                     26                       225                    

160                     120                     225                    

180                     230                     225                    

209                     500                     225                    

225                     760                     225                    

50                       0.115                 250                    

90                       2                          250                    

120                     11                       250                    

150                     40                       250                    

190                     150                     250                    

233                     500                     250                    

250                     760                     250                    

50                       0.015                 275                    

90                       0.6                      275                    

130                     6.2                      275                    

180                     50                       275                    

220                     175                     275                    

258                     500                     275                    

275                     760                     275                    

62.1                    0.01                    300                    

100                     0.32                    300                    

140                     4.1                      300                    

180                     25                       300                    

230                     125                     300                    

284                     500                     300                    

300                     760                     300                    

82                       0.01                    325                    

130                     0.7                      325                    

170                     6.8                      325                    

220                     43.5                    325                    

270                     205                     325                    

306                     500                     325                    

325                     760                     325                    

102                     0.01                    350                    

150                     0.68                    350                    

190                     6                          350                    

240                     40                       350                    

280                     135                     350                    

330                     500                     350                    

350                     760                     350                    

122                     0.01                    375                    

170                     0.62                    375                    

210                     5.5                      375                    

260                     40                       375                    

300                     128                     375                    

353                     500                     375                    

375                     760                     375                    

142                     0.01                    400                    

200                     1.12                    400                    

240                     8                          400                    

280                     38                       400                    

320                     128                     400                    

360                     340                     400                    

400                     760                     400                    

162                     0.01                    425                    

200                     0.3                      425                    

240                     3.3                      425                    

280                     19                       425                    

320                     72.5                    425                    

360                     215                     425                    

425                     760                     425                    

181                     0.01                    450                    

220                     0.3                      450                    

250                     1.85                    450                    

280                     7.7                      450                    

320                     37                       450                    

360                     125                     450                    

450                     760                     450                    

204                     0.01                    475                    

230                     0.11                    475                    

260                     1.1                      475                    

290                     6                          475                    

320                     18                       475                    

360                     67                       475                    

475                     760                     475                    

225                     0.01                    500                    

250                     0.1                      500                    

270                     0.45                    500                    

300                     2.7                      500                    

330                     11                       500                    

360                     32                       500                    

500                     760                     500                    

247                     0.01                    525                    

270                     0.09                    525                    

300                     0.8                      525                    

320                     2.6                      525                    

340                     7                          525                    

360                     13                       525                    

525                     760                     525                    

263                     0.01                    550                    

280                     0.032                 550                    

300                     0.2                      550                    

320                     0.9                      550                    

340                     2.6                      550                    

360                     6.2                      550                    

550                     760                     550                    

290                     0.01                    575                    

310                     0.1                      575                    

320                     0.25                    575

330                     0.47                    575                    

340                     0.8                      575                    

360                     2                          575                    

575                     760                     575                    

303                     0.01                    600                    

310                     0.011                 600                    

320                     0.04                    600                    

330                     0.08                    600                    

350                     0.35                    600                    

360                     0.65                    600                    

600                     760                     600                    

330                     0.01                    625                    

335                     0.019                 625                    

340                     0.023                 625                    

345                     0.042                 625                    

350                     0.063                 625                    

360                     0.14                    625                    

625                     760                     625                    

350                     0.01                    650                    

352                     0.011                 650                    

354                     0.012                 650                    

356                     0.015                 650                    

358                     0.02                    650                    

360                     0.025                 650                    

650                     760                     650                        

 

 

回归计算基本条件

================

                 回归计算数据的维数是:3

                 回归数据的样本容量是:147

                          回归计算的元数是:6

                                幂的初值设定是:1

                  回归计算的精度设置是:0.01

模型中变量和数据中维对应关系:第一维(x1),第二维(x2),第三维(y)

                      回归此数据的模型是:三维六元(y = a0 + a1 * x1 ^ k1 + a2 * x1 ^ k2 + a3 * x2 ^ k3 + a4 * x2 ^ k4 + a5 * x1 ^ k5 * x2 ^ k6 + a6 * x1 ^ k7 * x2 ^ k8)

 

回归数据预处理情况

==================

数据没有做预处理

 

回归模型检验参数

================

          相关系数 R 值是:0.9998965

                统计量 F 值是:112670.5

 剩余标准偏差  S 值是:2.232071

                    最大误差是:7.24437069961689

                    平均误差是:1.68868884972607

     平均相对误差(%)是:0.00532890066280227

 

回归模型系数

============

 a0 = 281.7038

 a1 = 4.059169

 a2 = 0.04202917

 a3 = -149.3569

 a4 = 0.004614557

 a5 = -0.1168255

 a6 = -2.0911E-05

 

回归模型幂值

============

 k1 = 0.750000238418274

 k2 = 1.36999988555838

 k3 = 0.120000652968528

 k4 = 1.30999994277868

 k5 = 0.740000247954315

 k6 = 0.28000068664467

 k7 = 1.24000000953604

 k8 = 1.02999997138883

 

回归模型误差详情

================

第一维(x1)  第二维(x2)  目标函数(y)    模型计算目标函数值         模型计算绝对误差            模型计算相对误差(%)

50

21.5

150

146.3375

3.662487

0.025028

60

30

150

150.0675

-0.06749

0.00045

70

43.5

150

151.8831

-1.88311

0.012398

100

155

150

147.3888

2.611176

0.017716

124

400

150

142.7556

7.244371

0.050747

132

500

150

144.5021

5.497926

0.038047

150

760

150

152.0866

-2.08658

0.01372

50

6.75

175

175.5758

-0.57578

0.003279

70

18.5

175

176.1258

-1.12581

0.006392

100

68

175

174.5227

0.477309

0.002735

125

170

175

172.8619

2.138082

0.012369

152

400

175

172.8825

2.117492

0.012248

158

500

175

171.9047

3.095309

0.018006

175

760

175

177.149

-2.14902

0.012131

50

2

200

202.0941

-2.09411

0.010362

90

17

200

203.3414

-3.3414

0.016432

130

93

200

199.3407

0.659325

0.003308

150

180

200

198.9902

1.009772

0.005074

176

400

200

198.4602

1.53983

0.007759

183

500

200

198.0296

1.970394

0.00995

200

760

200

202.0393

-2.03931

0.010094

50

0.55

225

226.161

-1.16104

0.005134

90

6.3

225

228.5847

-3.58475

0.015682

120

26

225

227.7621

-2.7621

0.012127

160

120

225

224.7822

0.217811

0.000969

180

230

225

223.2146

1.785442

0.007999

209

500

225

225.0514

-0.05139

0.000228

225

760

225

226.8178

-1.81777

0.008014

50

0.115

250

250.5967

-0.59671

0.002381

90

2

250

254.0318

-4.03183

0.015871

120

11

250

251.4811

-1.48109

0.005889

150

40

250

250.1459

-0.14589

0.000583

190

150

250

250.3461

-0.34615

0.001383

233

500

250

249.912

0.087997

0.000352

250

760

250

251.5275

-1.52747

0.006073

50

0.015

275

276.0818

-1.0818

0.003918

90

0.6

275

276.9998

-1.99979

0.007219

130

6.2

275

278.0058

-3.00583

0.010812

180

50

275

277.7582

-2.75821

0.00993

220

175

275

277.744

-2.744

0.00988

258

500

275

275.762

-0.76205

0.002763

275

760

275

276.2002

-1.20023

0.004346

62.1

0.01

300

296.896

3.104015

0.010455

100

0.32

300

300.328

-0.32802

0.001092

140

4.1

300

299.8922

0.107778

0.000359

180

25

300

299.6084

0.391638

0.001307

230

125

300

301.8977

-1.89773

0.006286

284

500

300

302.6262

-2.62621

0.008678

300

760

300

300.8601

-0.86015

0.002859

82

0.01

325

323.1285

1.871483

0.005792

130

0.7

325

324.0883

0.911678

0.002813

170

6.8

325

323.6377

1.362252

0.004209

220

43.5

325

328.3688

-3.3688

0.010259

270

205

325

326.2897

-1.2897

0.003953

306

500

325

325.3596

-0.3596

0.001105

325

760

325

325.5258

-0.5258

0.001615

102

0.01

350

348.7869

1.213052

0.003478

150

0.68

350

349.0577

0.942295

0.0027

190

6

350

350.489

-0.48901

0.001395

240

40

350

354.1255

-4.12555

0.01165

280

135

350

354.5986

-4.59855

0.012968

330

500

350

350.1764

-0.17644

0.000504

350

760

350

350.2118

-0.21181

0.000605

122

0.01

375

373.969

1.031013

0.002757

170

0.62

375

374.9865

0.013494

3.60E-05

210

5.5

375

376.2977

-1.29773

0.003449

260

40

375

377.0781

-2.07811

0.005511

300

128

375

379.0503

-4.05032

0.010685

353

500

375

373.9865

1.013541

0.00271

375

760

375

374.9298

0.070209

0.000187

142

0.01

400

398.8154

1.18462

0.00297

200

1.12

400

399.7851

0.21491

0.000538

240

8

400

402.0038

-2.00384

0.004985

280

38

400

401.7606

-1.76064

0.004382

320

128

400

401.3618

-1.36179

0.003393

360

340

400

400.6114

-0.6114

0.001526

400

760

400

399.6891

0.310911

0.000778

162

0.01

425

423.4187

1.581254

0.003734

200

0.3

425

423.8068

1.193224

0.002815

240

3.3

425

424.0262

0.973827

0.002297

280

19

425

424.0642

0.935839

0.002207

320

72.5

425

424.1247

0.875286

0.002064

360

215

425

422.7019

2.298121

0.005437

425

760

425

424.4973

0.502705

0.001184

181

0.01

450

446.6258

3.374201

0.007555

220

0.3

450

447.8223

2.177707

0.004863

250

1.85

450

448.8725

1.127473

0.002512

280

7.7

450

449.893

0.107016

0.000238

320

37

450

448.6051

1.394892

0.003109

360

125

450

447.0739

2.926051

0.006545

450

760

450

449.3606

0.639387

0.001423

204

0.01

475

474.5602

0.439812

0.000927

230

0.11

475

475.6109

-0.61095

0.001285

260

1.1

475

471.6075

3.392451

0.007193

290

6

475

468.1835

6.816509

0.014559

320

18

475

472.1342

2.865815

0.00607

360

67

475

472.6122

2.387823

0.005052

475

760

475

474.2842

0.71585

0.001509

225

0.01

500

499.9561

0.043934

8.79E-05

250

0.1

500

501.0084

-1.00839

0.002013

270

0.45

500

500.5312

-0.53123

0.001061

300

2.7

500

499.5285

0.471497

0.000944

330

11

500

498.4605

1.539493

0.003088

360

32

500

499.6723

0.3277

0.000656

500

760

500

499.2721

0.727874

0.001458

247

0.01

525

526.4834

-1.48341

0.002818

270

0.09

525

526.5064

-1.50641

0.002861

300

0.8

525

525.4489

-0.44887

0.000854

320

2.6

525

524.0166

0.983369

0.001877

340

7

525

522.7636

2.23638

0.004278

360

13

525

528.5867

-3.58672

0.006785

525

760

525

524.328

0.671958

0.001282

263

0.01

550

545.7413

4.258684

0.007803

280

0.032

550

552.5058

-2.50584

0.004535

300

0.2

550

550.1498

-0.14978

0.000272

320

0.9

550

546.8765

3.123548

0.005712

340

2.6

550

547.6403

2.359674

0.004309

360

6.2

550

549.5054

0.494567

0.0009

550

760

550

549.4548

0.545193

0.000992

290

0.01

575

578.1981

-3.19813

0.005531

310

0.1

575

572.8357

2.164281

0.003778

320

0.25

575

570.3456

4.654427

0.008161

330

0.47

575

571.2022

3.79779

0.006649

340

0.8

575

572.9795

2.020506

0.003526

360

2

575

577.3285

-2.32848

0.004033

575

760

575

574.6548

0.345156

0.000601

303

0.01

600

593.8151

6.184856

0.010415

310

0.011

600

601.1737

-1.17371

0.001952

320

0.04

600

597.5877

2.412262

0.004037

330

0.08

600

600.0268

-0.02683

4.47E-05

350

0.35

600

600.3428

-0.34283

0.000571

360

0.65

600

600.8265

-0.82651

0.001376

600

760

600

599.9302

0.069829

0.000116

330

0.01

625

626.2452

-1.24522

0.001988

335

0.019

625

624.9017

0.098281

0.000157

340

0.023

625

628.5922

-3.59221

0.005715

345

0.042

625

626.9113

-1.91127

0.003049

350

0.063

625

627.3741

-2.37409

0.003784

360

0.14

625

627.5248

-2.52476

0.004023

625

760

625

625.2825

-0.28246

0.000452

350

0.01

650

650.2732

-0.2732

0.00042

352

0.011

650

651.6213

-1.62126

0.002488

354

0.012

650

653.0493

-3.0493

0.004669

356

0.015

650

652.8996

-2.89957

0.004441

358

0.02

650

651.8981

-1.89805

0.002912

360

0.025

650

651.5686

-1.56863

0.002407

650

760

650

650.7131

-0.71312

0.001096

 

             分析人:

 

             审核人:

 

           分析日期:2021-12-22 17:18:32