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.
Author(s): Kaisa Miettinen (auth.), Eckart Zitzler, Lothar Thiele, Kalyanmoy Deb, Carlos Artemio Coello Coello, David Corne (eds.)
Series: Lecture Notes in Computer Science 1993
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2001
Language: English
Pages: 714
Tags: Algorithm Analysis and Problem Complexity; Discrete Mathematics in Computer Science; Artificial Intelligence (incl. Robotics); Calculus of Variations and Optimal Control; Optimization; Business Information Systems; Numeric Computing
Some Methods for Nonlinear Multi-objective Optimization....Pages 1-20
A Short Tutorial on Evolutionary Multiobjective Optimization....Pages 21-40
An Overview in Graphs of Multiple Objective Programming....Pages 41-51
Poor-Definition, Uncertainty, and Human Factors - Satisfying Multiple Objectives in Real-World Decision-Making Environments....Pages 52-66
Controlled Elitist Non-dominated Sorting Genetic Algorithms for Better Convergence....Pages 67-81
Specification of Genetic Search Directions in Cellular Multi-objective Genetic Algorithms....Pages 82-95
Adapting Weighted Aggregation for Multiobjective Evolution Strategies....Pages 96-110
Incrementing Multi-objective Evolutionary Algorithms: Performance Studies and Comparisons....Pages 111-125
A Micro-Genetic Algorithm for Multiobjective Optimization....Pages 126-140
Evolutionary Algorithms for Multicriteria Optimization with Selecting a Representative Subset of Pareto Optimal Solutions....Pages 141-153
Multi-objective Optimisation Based on Relation Favour ....Pages 154-166
Comparison of Evolutionary and Deterministic Multiobjective Algorithms for Dose Optimization in Brachytherapy....Pages 167-180
On The Effects of Archiving, Elitism, and Density Based Selection in Evolutionary Multi-objective Optimization....Pages 181-196
Global Multiobjective Optimization with Evolutionary Algorithms: Selection Mechanisms and Mutation Control....Pages 197-212
Inferential Performance Assessment of Stochastic Optimisers and the Attainment Function....Pages 213-225
A Statistical Comparison of Multiobjective Evolutionary Algorithms Including the MOMGA-II....Pages 226-240
Performance of Multiple Objective Evolutionary Algorithms on a Distribution System Design Problem - Computational Experiment....Pages 241-255
An Infeasibility Objective for Use in Constrained Pareto Optimization....Pages 256-268
Reducing Local Optima in Single-Objective Problems by Multi-objectivization....Pages 269-283
Constrained Test Problems for Multi-objective Evolutionary Optimization....Pages 284-298
Constraint Method-Based Evolutionary Algorithm (CMEA) for Multiobjective Optimization....Pages 299-313
Pareto-Front Exploration with Uncertain Objectives....Pages 314-328
Evolutionary Multi-objective Ranking with Uncertainty and Noise....Pages 329-343
Tabu-Based Exploratory Evolutionary Algorithm for Effective Multi-objective Optimization....Pages 344-358
Bi-Criterion Optimization with Multi Colony Ant Algorithms....Pages 359-372
Multicriteria Evolutionary Algorithm with Tabu Search for Task Assignment....Pages 373-384
A Hybrid Multi-objective Evolutionary Approach to Engineering Shape Design....Pages 385-399
Fuzzy Evolutionary Hybrid Metaheuristic for Network Topology Design....Pages 400-415
A Hybrid Evolutionary Approach for Multicriteria Optimization Problems: Application to the Flow Shop....Pages 416-428
The Supported Solutions Used as a Genetic Information in a Population Heuristic....Pages 429-442
Multi-objective Flow-Shop: Preliminary Results....Pages 443-457
Pareto-Optimal Solutions for Multi-objective Production Scheduling Problems....Pages 458-471
Comparison of Multiple Objective Genetic Algorithms for Parallel Machine Scheduling Problems....Pages 472-485
A Bi-Criterion Approach for the Airlines Crew Rostering Problem....Pages 486-500
Halftone Image Generation with Improved Multiobjective Genetic Algorithm....Pages 501-515
Microchannel Optimization Using Multiobjective Evolution Strategies....Pages 516-530
Multi-objective Optimisation of Cancer Chemotherapy Using Evolutionary Algorithms....Pages 531-545
Application of Multi Objective Evolutionary Algorithms to Analogue Filter Tuning....Pages 546-559
Multiobjective Design Optimization of Real-Life Devices in Electrical Engineering: A Cost-Effective Evolutionary Approach....Pages 560-573
Application of Multiobjective Evolutionary Algorithms for Dose Optimization Problems in Brachytherapy....Pages 574-587
Multiobjective Optimization in Linguistic Rule Extraction from Numerical Data....Pages 588-602
Determining the Color-Efficiency Pareto Optimal Surface for Filtered Light Sources....Pages 603-611
Multi-objective Design Space Exploration of Road Trains with Evolutionary Algorithms....Pages 612-623
Multiobjective Optimization of Mixed Variable Design Problems....Pages 624-638
Aerodynamic Shape Optimization of Supersonic Wings by Adaptive Range Multiobjective Genetic Algorithms....Pages 639-652
Accurate, Transparent, and Compact Fuzzy Models for Function Approximation and Dynamic Modeling through Multi-objective Evolutionary Optimization....Pages 653-667
Multi-objective Evolutionary Design of Fuzzy Autopilot Controller....Pages 668-680
The Niched Pareto Genetic Algorithm 2 Applied to the Design of Groundwater Remediation Systems....Pages 681-695
MOLeCS: Using Multiobjective Evolutionary Algorithms for Learning....Pages 696-710
