案例

设备布局

NSGA-II

NSGA-III

DLNSGA-III

最小值

最大值

平均值

最小值

最大值

平均值

最小值

最大值

平均值

j10c5a1

2, 2, 5, 2, 2

0.0172

0.0291

0.0226

0.0159

0.0262

0.0203

0.0072

0.0152

0.0175

j10c5a2

3, 2, 2, 5, 3

0.0159

0.0252

0.0191

0.0162

0.0248

0.0195

0.0083

0.0139

0.0100

j10c5a3

2, 3, 5, 2, 2

0.0181

0.0263

0.0205

0.0158

0.0237

0.0197

0.0073

0.0138

0.0101

j10c5a4

3, 3, 2, 2, 5

0.0184

0.0285

0.0214

0.0163

0.0256

0.0214

0.0071

0.0117

0.0098

j10c5a5

5, 3, 2, 2, 2

0.0184

0.0283

0.0215

0.0159

0.0226

0.0185

0.0070

0.0143

0.0102

j20c6a1

2, 2, 5, 2, 2, 2

0.0217

0.0293

0.0254

0.0162

0.0231

0.0198

0.0058

0.0099

0.0082

j20c6a2

3, 3, 2, 2, 5, 2

0.0189

0.0318

0.0257

0.0165

0.0258

0.0242

0.0068

0.0129

0.0093

j20c6a3

5, 2, 2, 3, 4, 2

0.0195

0.0254

0.0248

0.0171

0.0261

0.0221

0.0065

0.0158

0.0108

j20c6a4

2, 3, 4, 2, 3, 3

0.0192

0.0295

0.0261

0.0175

0.0266

0.0226

0.0056

0.0131

0.0092

j20c6a5

3, 5, 4, 4, 2, 2

0.0163

0.0294

0.0252

0.0177

0.0269

0.0230

0.0065

0.0097

0.0082

j30c7a1

2, 2, 5, 2, 2, 2, 3

0.0244

0.0318

0.0288

0.0182

0.0272

0.0241

0.0062

0.0131

0.0105

j30c7a2

4, 2, 3, 3, 5, 2, 2

0.0253

0.0319

0.0261

0.0184

0.0279

0.0231

0.0075

0.0131

0.0089

j30c7a3

2, 3, 3, 2, 2, 4, 3

0.0182

0.0311

0.0264

0.0179

0.0275

0.0218

0.0062

0.0162

0.0093

j30c7a4

2, 5, 3, 3, 2, 2, 2

0.0218

0.0332

0.0269

0.0171

0.0285

0.0222

0.0063

0.0108

0.0086

j30c7a5

3, 2, 2, 2, 4, 3, 5

0.0173

0.0324

0.0261

0.0165

0.0279

0.0234

0.0055

0.0136

0.0087

j50c7a1

2, 2, 5, 2, 2, 2, 3

0.0195

0.0331

0.0255

0.0172

0.0273

0.0228

0.0073

0.0136

0.0108

j50c7a2

4, 3, 2, 2, 5, 3, 4

0.0234

0.0319

0.0248

0.0175

0.0268

0.0237

0.0076

0.0140

0.0112

j50c7a3

5, 2, 2, 3, 3, 5, 3

0.0258

0.0335

0.0256

0.0182

0.0281

0.0241

0.0065

0.0139

0.0104

j50c7a4

3, 4, 2, 2, 5, 4, 4

0.0221

0.0341

0.0255

0.0165

0.0282

0.0239

0.0081

0.0142

0.0122

j50c7a5

2, 3, 2, 2, 4, 3, 3

0.0266

0.0349

0.0252

0.0186

0.0286

0.0243

0.0085

0.0147

0.0126

平均值

0.0204

0.0305

0.0247

0.0171

0.0265

0.0222

0.0069

0.0134

0.0103