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★★★★★★★2014书籍超级帖六十《化学工程中的目标优化》高清海外版 195美元
书名Multi-Objective Optimization in Chemical Engineering: Developments and Applications
作者Gade Pandu Rangaiah (Editor), Prof Adrian Bonilla-Petriciolet (Editor)
ISBN: 978-1-118-34166-7
页数528 pages
出版社wiley
May 2013
List of Contributors xiii
Preface xv
Part I Overview 1
1 Introduction 3
Adri′an Bonilla-Petriciolet and Gade Pandu Rangaiah
1.1 Optimization and Chemical Engineering 3
1.2 Basic Definitions and Concepts of Multi-Objective Optimization 5
1.3 Multi-Objective Optimization in Chemical Engineering 8
1.4 Scope and Organization of the Book 9
References 15
2 Optimization of Pooling Problems for Two Objectives Using the
ε-Constraint Method 17
Haibo Zhang and Gade Pandu Rangaiah
2.1 Introduction 17
2.2 Pooling Problem Description and Formulations 19
2.2.1 p-Formulation 19
2.2.2 r-Formulation 21
2.3 ε-Constraint Method and IDE Algorithm 25
2.4 Application to Pooling Problems 27
2.5 Results and Discussion 28
2.6 Conclusions 32
Exercises 33
References 33
3 Multi-Objective Optimization Applications in Chemical Engineering 35
Shivom Sharma and Gade Pandu Rangaiah
3.1 Introduction 35
3.2 MOO Applications in Process Design and Operation 37
3.3 MOO Applications in Petroleum Refining, Petrochemicals and
Polymerization 57
vi Contents
3.4 MOO Applications in the Food Industry, Biotechnology and
Pharmaceuticals 57
3.5 MOO Applications in Power Generation and Carbon Dioxide
Emissions 66
3.6 MOO Applications in Renewable Energy 66
3.7 MOO Applications in Hydrogen Production and Fuel Cells 82
3.8 Conclusions 82
Acronyms 87
References 87
Part II Multi-Objective Optimization Developments 103
4 Performance Comparison of Jumping Gene Adaptations of the Elitist
Non-dominated Sorting Genetic Algorithm 105
Shivom Sharma, Seyed Reza Nabavi and Gade Pandu Rangaiah
4.1 Introduction 105
4.2 Jumping Gene Adaptations 107
4.3 Termination Criterion 110
4.4 Constraint Handling and Implementation of Programs 112
4.5 Performance Comparison 114
4.5.1 Performance Comparison on Unconstrained Test Functions 114
4.5.2 Performance Comparison on Constrained Test Functions 121
4.6 Conclusions 124
Exercises 124
References 125
5 Improved Constraint Handling Technique for Multi-Objective
Optimization with Application to Two Fermentation Processes 129
Shivom Sharma and Gade Pandu Rangaiah
5.1 Introduction 129
5.2 Constraint Handling Approaches in Chemical Engineering 131
5.3 Adaptive Constraint Relaxation and Feasibility Approach for SOO 132
5.4 Adaptive Relaxation of Constraints and Feasibility Approach for MOO 133
5.5 Testing of MODE-ACRFA 136
5.6 Multi-Objective Optimization of the Fermentation Process 139
5.6.1 Three-Stage Fermentation Process Integrated with Cell
Recycling 139
5.6.2 Three-Stage Fermentation Process Integrated with Cell
Recycling and Extraction 145
5.6.3 General Discussion 152
5.7 Conclusions 153
Acronyms 153
References 154
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