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More About This Title Computer Modeling for Injection Molding: Simulation, Optimization, and Control
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HUAMIN ZHOU, PhD, is Vice Dean of the School of Materials Science and Engineering and Vice Director of the State Key Laboratory of Materials Processing and Die & Mould Technology at the Huazhong University of Science and Technology, Wuhan, China. Dr. Zhou has published more than 200 peer-reviewed papers. His research examines polymer processing, numerical simulation, and process optimization and control.
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PREFACE xiii
CONTRIBUTORS xv
PART I BACKGROUND 1
1 Introduction 3
Huamin Zhou
1.1 Introduction of Injection Molding, 3
1.2 Factors Influencing Quality, 5
1.3 Computer Modeling, 10
1.4 Objective of This Book, 17
2 Background 25
Huamin Zhou
2.1 Molding Materials, 25
2.2 Product Design, 31
2.3 Mold Design, 34
2.4 Molding Process, 37
2.5 Process Control, 43
PART II SIMULATION 49
3 Mathematical Models for the Filling and Packing Simulation 51
Huamin Zhou, Zixiang Hu, and Dequn Li
3.1 Material Constitutive Relationships and Viscosity Models, 51
3.2 Thermodynamic Relationships, 56
3.3 Thermal Properties Model, 58
3.4 Governing Equations for Fluid Flow, 59
3.5 Boundary Conditions, 65
3.6 Model Simplifications, 67
4 Numerical Implementation for the Filling and Packing Simulation 71
Huamin Zhou, Zixiang Hu, Yun Zhang, and Dequn Li
4.1 Numerical Methods, 71
4.2 Tracking of Moving Melt Fronts, 101
4.3 Methods for Solving Algebraic Equations, 113
5 Cooling Simulation 129
Yun Zhang and Huamin Zhou
5.1 Introduction, 129
5.2 Modeling, 131
5.3 Numerical Implementation Based on Boundary Element Method, 136
5.4 Acceleration Method, 143
5.5 Simulation for Transient Mold Temperature Field, 150
6 Residual Stress and Warpage Simulation 157
Fen Liu, Lin Deng, and Huamin Zhou
6.1 Residual Stress Analysis, 157
6.2 Warpage Simulation, 170
7 Microstructure and Morphology Simulation 195
Huamin Zhou, Fen Liu, and Peng Zhao
7.1 Types of Polymeric Systems, 195
7.2 Crystallization, 196
7.3 Phase Morphological Evolution in Polymer Blends, 203
7.4 Orientation, 214
7.5 Numerical Implementation, 220
7.6 Microstructure-Property Relationships, 224
7.7 Multiscale Modeling and Simulation, 228
8 Development and Application of Simulation Software 237
Zhigao Huang, Zixiang Hu, and Huamin Zhou
8.1 Development History of Injection Molding Simulation Models, 237
8.2 Development History of Injection Molding Simulation Software, 240
8.3 The Process of Performing Simulation Software, 243
8.4 Application of Simulation Results, 246
PART III OPTIMIZATION 255
9 Noniterative Optimization Methods 257
Peng Zhao, Yuehua Gao, Huamin Zhou, and Lih-Sheng Turng
9.1 Taguchi Method, 258
9.2 Gray Relational Analysis, 260
9.3 Expert Systems, 261
9.4 Case-Based Reasoning, 266
9.5 Fuzzy Systems, 268
9.6 Injection Molding Applications, 274
10 Intelligent Optimization Algorithms 283
Yuehua Gao, Peng Zhao, Lih-Sheng Turng, and Huamin Zhou
10.1 Genetic Algorithms, 283
10.2 Simulated Annealing Algorithms, 285
10.3 Particle Swarm Algorithms, 287
10.4 Ant Colony Algorithms, 289
10.5 Hill Climbing Algorithms, 290
11 Optimization Methods Based on Surrogate Models 293
Yuehua Gao, Lih-Sheng Turng, Peng Zhao, and Huamin Zhou
11.1 Response Surface Method, 294
11.2 Artificial Neural Network, 296
11.3 Support Vector Regression, 298
11.4 Kriging Model, 301
11.5 Gaussian Process, 304
11.6 Injection Molding Applications of Optimization Methods Based on Surrogate Models, 305
PART IV PROCESS CONTROL 313
12 Feedback Control 315
Yi Yang and Furong Gao
12.1 Traditional Feedback Control, 315
12.2 Adaptive Control Strategy, 316
12.3 Model Predictive Control Strategy, 318
12.4 Optimal Control Strategy, 322
12.5 Intelligent Control Strategy, 329
12.6 Summary of Advanced Feedback Control, 335
13 Learning Control 339
Yi Yang and Furong Gao
13.1 Learning Control, 339
13.2 Two-Dimensional (2D) Control, 345
13.3 Conclusions, 350
14 Multivariate Statistical Process Control 355
Yuan Yao and Furong Gao
14.1 Statistical Process Control, 355
14.2 Multivariate Statistical Process Control, 356
14.3 MSPC for Batch Processes, 358
14.4 MSPC for Injection Molding Process, 359
14.5 Conclusions, 373
15 Direct Quality Control 377
Yi Yang and Furong Gao
15.1 Review of Product Weight Control, 377
15.2 Methods, 378
15.3 Experimental Results and Discussion, 380
15.4 Conclusions, 389
References, 389
INDEX 391
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“Overall, this book can be recommended for a reader interested in getting an overall idea of the contribution of computer science to injection molding, or to a researcher looking for an updated review of the latest applications of numerical techniques to this technology.” (Materials Views, 22 October 2013)