Evolutionary Multi-Criterion Optimization

First International Conference, EMO 2001, Zurich, Switzerland, March 7-9, 2001 Proceedings

By: Eckart Zitzler (Editor), Kalyanmoy Deb (Editor), Lothar Thiele (Editor)

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Paperback | 28 February 2001

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This book constitutes the refereed proceedings of the First International Conference on Multi-Criterion Optimization, EMO 2001, held in Zurich, Switzerland in March 2001.
The 45 revised full papers presented were carefully reviewed and selected from a total of 87 submissions. Also included are two tutorial surveys and two invited papers. The book is organized in topical sections on algorithm improvements, performance assessment and comparison, constraint handling and problem decomposition, uncertainty and noise, hybrid and alternative methods, scheduling, and applications of multi-objective optimization in a variety of fields.

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Tutorials
Some Methods for Nonlinear Multi-objective Optimization	p. 1
A Short Tutorial on Evolutionary Multiobjective Optimization	p. 21
Invited Talks
An Overview in Graphs of Multiple Objective Programming	p. 41
Poor-Definition, Uncertainty and Human Factors-Satisfying Multiple Objectives in Real-World Decision-Making Environments	p. 52
Algorithm Improvements
Controlled Elitist Non-dominated Sorting Genetic Algorithms for Better Convergence	p. 67
Specification of Genetic Search Directions in Cellular Multi-objective Genetic Algorithms	p. 82
Adapting Weighted Aggregation for Multiobjective Evolution Strategies	p. 96
Incrementing Multi-objective Evolutionary Algorithms: Performance Studies and Comparisons	p. 111
A Micro-Genetic Algorithm for Multiobjective Optimization	p. 126
Evolutionary Algorithms for Multicriteria Optimization with Selecting a Representative Subset of Pareto Optimal Solutions	p. 141
Multi-objective Optimisation Based on Relation Favour	p. 154
Performance Assessment and Comparison
Comparison of Evolutionary and Deterministic Multiobjective Algorithms for Dose Optimization in Brachytherapy	p. 167
On The Effects of Archiving, Elitism, and Density Based Selection in Evolutionary Multi-objective Optimization	p. 181
Global Multiobjective Optimization with Evolutionary Algorithms: Selection Mechanisms and Mutation Control	p. 197
Inferential Performance Assessment of Stochastic Optimisers and the Attainment Function	p. 213
A Statistical Comparison of Multiobjective Evolutionary Algorithms Including the MOMGA-ü	p. 226
Performance of Multiple Objective Evolutionary Algorithms on Distribution System Design Problem-Computational Experiment	p. 241
Constraint Handling and Problem Decomposition
An Infeasibility Objective for Use in Constrained Pareto Optimization	p. 256
Reducing Local Optima in Single-Objective Problems by Multi-objectivization	p. 269
Constrained Test Problems for Multi-objective Evolutionary Optimization	p. 284
Constraint Method-Based Evolutionary Algorithm (CMEA) for Multiobjective Optimization	p. 299
Uncertainty and Noise
Pareto-Front Exploration with Uncertain Objectives	p. 314
Evolutionary Multi-objective Ranking with Uncertainty and Noise	p. 329
Hybrid and Alternative Methods
Tabu-Based Exploratory Evolutionary Algorithm for Effective Multi-objective Optimization	p. 344
Bi-Criterion Optimization with Multi Colony Ant Algorithms	p. 359
Multicriteria Evolutionary Algorithm with Tabu Search for Task Assignment	p. 373
A Hybrid Multi-objective Evolutionary Approach to Engineering Shape Design	p. 385
Fuzzy Evolutionary Hybrid Metaheuristic for Network Topology Design	p. 400
A Hybrid Evolutionary Approach for Multicriteria Optimization Problems: Application to the Flow Shop	p. 416
The Supported Solutions Used as a Genetic Information in a Population Heuristics	p. 429
Scheduling
Multi-objective Flow-Shop: Preliminary Results	p. 443
Pareto-Optimal Solutions for Multi-objective Production Scheduling Problems	p. 458
Comparison of Multiple Objective Genetic Algorithms for Parallel Machine Scheduling Problems	p. 472
Applications
A Bi-Criterion Approach for the Airlines Crew Rostering Problem	p. 486
Halftone Image Generation with Improved Multiobjective Genetic Algorithm	p. 501
Microchannel Optimization Using Multiobjective Evolution Strategies	p. 516
Multi-objective Optimisation of Cancer Chemotherapy Using Evolutionary Algorithms	p. 531
Application of Multi Objective Evolutionary Algorithms to Analogue Filter Tuning	p. 546
Multiobjective Design Optimization of Real-Life Devices in Electrical Engineering: A Cost-Effective Evolutionary Approach	p. 560
Application of Multiobjective Evolutionary Algorithms for Dose Optimization Problems in Brachytherapy	p. 574
Multiobjective Optimization in Linguistic Rule Extraction from Numerical Data	p. 588
Determining the Color-Efficiency Pareto Optimal Surface for Filtered Light Sources	p. 603
Multi-objective Design Space Exploration of Road Trains with Evolutionary Algorithms	p. 612
Multiobjective Optimization of Mixed Variable Design Problems	p. 624
Aerodynamic Shape Optimization of Supersonic Wings by Adaptive Range Multiobjective Genetic Algorithms	p. 639
Accurate, Transparent, and Compact Fuzzy Models for Function Approximation and Dynamic Modeling through Multi-objective Evolutionary Optimization	p. 653
Multi-objective Evolutionary Design of Fuzzy Autopilot Controller	p. 668
The Niched Pareto Genetic Algorithm 2 Applied to the Design of Groundwater Remediation Systems	p. 681
MOLeCS: Using Multiobjective Evolutionary Algorithms for Learning	p. 696
Author Index	p. 711
Table of Contents provided by Publisher. All Rights Reserved.

Evolutionary Multi-Criterion Optimization

First International Conference, EMO 2001, Zurich, Switzerland, March 7-9, 2001 Proceedings

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Paperback

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