Designing Evolutionary Algorithms for Dynamic Environments
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Preface......Page 3 Contents......Page 4 Overview and Background......Page 8 Previous Research......Page 13 Open Research Issues......Page 16 Book Structure......Page 18 Non-stationary Problems......Page 20 Algorithm Attributes......Page 22 Biological Systems......Page 25 Engineering Control Systems......Page 27 Summary......Page 29 Efficient Diversity Measurement......Page 30 Improved Diversity Measurement for Dynamic Problems......Page 47 Summary......Page 57 New EA Design Goals......Page 58 Sentinel Placement......Page 62 Summary......Page 73 Problem Generator Background......Page 74 Generator Requirements......Page 75 Problem Generator Description and Features......Page 77 Test Problem Description......Page 83 Summary......Page 89 Issues in Performance Measurement......Page 90 Performance Measurement: Collective Mean Fitness......Page 92 Summary......Page 97 Introduction......Page 98 Overview of Comparison to Other Techniques......Page 106 Comparison Analysis and Combined Techniques......Page 109 Relationship Between Collective Fitness and Collective Dispersion......Page 117 Important Dispersion Levels for Different Movement Periods......Page 125 Background......Page 128 Experiment......Page 129 Experimental Results......Page 130 Research Results......Page 137 Open Issues and Suggested Areas for Future Research......Page 139 Conclusion......Page 141 Notation......Page 142 Refs......Page 144 Index......Page 149
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