In attempts to reduce greenhouse gas emissions, many alternatives to manufacturing have been recommended from a number of international organisations. Although challenges will arise, remanufacturing has the ability to transform ecological and business value. Computational Intelligence in Remanufacturing introduces various computational intelligence techniques that are applied to remanufacturing-related issues, results, and lessons from specific applications while highlighting future development and research. This book is an essential reference for students, researchers, and practitioners in mechanical, industrial, and electrical engineering.
Foreword x
Preface xii
Acknowledgment xxiv
Section 1 Introduction
Chapter 1 Introduction to Remanufacturing 1 (17)
and Reverse Logistics
Introduction 1 (1)
Background: Remanufacturing 2 (6)
Background: Reverse Logistics 8 (2)
Conclusion 10 (8)
Chapter 2 Overview of Computational 18 (20)
Intelligence
Introduction 18 (1)
Background 19 (5)
The Use of CI in Remanufacturing 24 (1)
Conclusion 25 (13)
Section 2 Retrieval
Chapter 3 Used Products Return Pattern 38 (21)
Analysis Using Agent-Based Modelling and
Simulation
Introduction 38 (2)
Background 40 (2)
Problem Statement 42 (1)
Proposed Methodology 43 (2)
Experimental Study 45 (5)
Future Trends 50 (1)
Conclusion 50 (9)
Chapter 4 Used Product Collection 59 (16)
Optimization Using Genetic Algorithms
Introduction 59 (1)
Background 60 (2)
Problem Statement 62 (1)
Proposed Methodology 63 (2)
Experimental Study 65 (3)
Future Trends 68 (1)
Conclusion 69 (6)
Chapter 5 Used Product Remanufacturability 75 (20)
Evaluation Using Fuzzy Logic
Introduction 75 (2)
Background 77 (4)
Problem Statement 81 (1)
Proposed Methodology 81 (5)
Experimental Study 86 (2)
Future Trends 88 (1)
Conclusion 88 (7)
Chapter 6 Used Product Pre-Sorting System 95 (18)
Optimization Using Teaching-Learning-Based
Optimization
Introduction 96 (1)
Background 96 (2)
Problem Statement 98 (1)
Proposed Methodology 99 (2)
Teaching-Learning-Based Optimization 101 (2)
Algorithm
Experimental Study 103 (1)
Future Trends 104 (1)
Conclusion 105 (8)
Chapter 7 Used Product Delivery 113 (22)
Optimization Using Agent-Based Modelling
and Simulation
Introduction 113 (1)
Background 114 (4)
Problem Statement 118 (1)
Proposed Methodology 118 (7)
Experimental Study 125 (1)
Future Trends 126 (2)
Conclusion 128 (7)
Section 3 Reproduction
Chapter 8 Post-Disassembly Part-Machine
Clustering Using Artificial Neural Networks
and Ant Colony
Systems 135 (1)
Introduction 136 (1)
Background 136 (2)
Problem Statement 138 (1)
Proposed Methodology 138 (6)
Experimental Study 144 (1)
Future Trends 144 (1)
Conclusion 145 (6)
Chapter 9 Reprocessing Operations 151 (20)
Scheduling Using Fuzzy Logic and Fuzzy
MAX-MIN Ant Systems
Introduction 152 (1)
Background 152 (2)
Problem Statement 154 (1)
Proposed Methodology 154 (1)
Experimental Study 155 (9)
Future Trends 164 (1)
Conclusion 164 (7)
Chapter 10 Reprocessing Cell Layout 171 (15)
Optimization Using Hybrid Ant Systems
Introduction 171 (1)
Background 172 (2)
Problem Statement 174 (2)
Proposed Methodology 176 (3)
Experimental Study 179 (1)
Future Trends 180 (1)
Conclusion 181 (5)
Chapter 11 Re-Machining Parameter 186 (18)
Optimization Using Firefly Algorithms
Introduction 186 (1)
Background 187 (2)
Problem Statement 189 (1)
Proposed Methodology 190 (6)
Experimental Study 196 (1)
Future Trends 197 (1)
Conclusion 198 (6)
Section 4 Redistribution
Chapter 12 Batch Order Picking Optimization 204 (19)
Using Ant System
Introduction 204 (1)
Background 205 (3)
Problem Statement 208 (1)
Proposed Methodology 209 (3)
Experimental Study 212 (4)
Future Trends 216 (1)
Conclusion 217 (6)
Chapter 13 Complex Adaptive Logistics 223 (15)
System Optimization Using Agent-Based
Modelling and Simulation
Introduction 224 (1)
Background 224 (2)
Problem Statement 226 (1)
Proposed Methodology 226 (3)
Experimental Study 229 (2)
Future Trends 231 (1)
Conclusion 231 (7)
Section 5 Epilogue
Chapter 14 Conclusions and Emerging Topics 238 (28)
Introduction 238 (1)
Overview of the Previous Chapters 239 (3)
Emerging Topics in CI 242 (2)
Emerging Topics in Remanufacturing 244 (22)
Compilation of References 266 (54)
About the Authors 320 (1)
Index 321
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