Evolutionary Multi-Criterion Optimization: First International Conference, Emo 2001, Zurich, Switzerland, March 2001 : Proceedings

by Emo 200 (2001 Zurich, Switzerland); Deb, Kalyanmoy; Theile, L.; Coello, Carlos A.; Corne, D.

• ISBN13: 9783540417453
• ISBN10: 3540417451
• Format: Paperback
• Copyright: 2001-03-01
• Publisher: Springer Verlag

Summary

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.

Table of Contents

Tutorials
Some Methods for Nonlinear Multi-objective Optimization	1	(20)
Kaisa Miettinen
A Short Tutorial on Evolutionary Multiobjective Optimization	21	(20)
Carlos A. Coello Coello
Invited Talks
An Overview in Graphs of Multiple Objective Programming	41	(11)
Ralph E. Steuer
Poor-Definition, Uncertainty, and Human Factors - Satisfying Multiple Objectives in Real-World Decision-Making Environments	52	(15)
I. C. Parmee
Algorithm Improvements
Controlled Elitist Non-dominated Sorting Genetic Algorithms for Better Convergence	67	(15)
Kalyanmoy Deb
Tushar Goel
Specification of Genetic Search Directions in Cellular Multi-objective Genetic Algorithms	82	(14)
Tadahiko Murata
Hisao Ishibuchi
Mitsuo Gen
Adapting Weighted Aggregation for Multiobjective Evolution Strategies	96	(15)
Yaochu Jin
Tatsuya Okabe
Bernhard Sendhoff
Incrementing Multi-objective Evolutionary Algorithms: Performance Studies and Comparisons	111	(15)
K. C. Tan
T. H. Lee
E. F. Khor
A Micro-Genetic Algorithm for Multiobjective Optimization	126	(15)
Carlos A. Coello Coello
Gregorio Toscano Pulido
Evolutionary Algorithms for Multicriteria Optimization with Selecting a Representative Subset of Pareto Optimal Solutions	141	(13)
Andrzej Osyczka
Stanislaw Krenich
Multi-objective Optimisation Based on Relation Favour	154	(13)
Nicole Drechsler
Rolf Drechsler
Bernd Becker
Performance Assessment and Comparison
Comparison of Evolutionary and Deterministic Multiobjective Algorithms for Dose Optimization in Brachytherapy	167	(14)
Natasa Milickovic
Michael Lahanas
Dimos Baltas
Nikolaos Zamboglou
On The Effects of Archiving, Elitism, and Density Based Selection in Evolutionary Multi-objective Optimization	181	(16)
Marco Laumanns
Eckart Zitzler
Lothar Thiele
Global Multiobjective Optimization with Evolutionary Algorithms: Selection Mechanisms and Mutation Control	197	(16)
Thomas Hanne
Inferential Performance Assessment of Stochastic Optimisers and the Attainment Function	213	(13)
Viviane Grunert da Fonseca
Carlos M. Fonseca
Andreia O. Hall
A Statistical Comparison of Multiobjective Evolutionary Algorithms Including the MOMGA-II	226	(15)
Jesse B. Zydallis
David A. Van Veldhuizen
Gary B. Lamont
Performance of Multiple Objective Evolutionary Algorithms on a Distribution System Design Problem - Computational Experiment	241	(15)
Andrzej Jaszkiewicz
Maciej Hapke
Pawel Kominek
Constraint Handling and Problem Decomposition
An Infeasibility Objective for Use in Constrained Pareto Optimization	256	(13)
Jonathan Wright
Heather Loosemore
Reducing Local Optima in Single-Objective Problems by Multi-objectivization	269	(15)
Joshua D. Knowles
Richard A. Watson
David W. Corne
Constrained Test Problems for Multi-objective Evolutionary Optimization	284	(15)
Kalyanmoy Deb
Amrit Pratap
T. Meyarivan
Constraint Method-Based Evolutionary Algorithm (CMEA) for Multiobjective Optimization	299	(15)
S. Ranji Ranjithan
S. Kishan Chetan
Harish K. Dakshina
Uncertainty and Noise
Pareto-Front Exploration with Uncertain Objectives	314	(15)
Jurgen Teich
Evolutionary Multi-objective Ranking with Uncertainty and Noise	329	(15)
Evan J. Hughes
Hybrid and Alternative Methods
Tabu-Based Exploratory Evolutionary Algorithm for Effective Multi-objective Optimization	344	(15)
E. F. Khor
K. C. Tan
T. H. Lee
Bi-Criterion Optimization with Multi Colony Ant Algorithms	359	(14)
Steffen Iredi
Daniel Merkle
Martin Middendorf
Multicriteria Evolutionary Algorithm with Tabu Search for Task Assignment	373	(12)
Jerzy Balicki
Zygmunt Kitowski
A Hybrid Multi-objective Evolutionary Approach to Engineering Shape Design	385	(15)
Kalyanmoy Deb
Tushar Goel
Fuzzy Evolutionary Hybrid Metaheuristic for Network Topology Design	400	(16)
Habib Youssef
Sadiq M. Sait
Salman A. Khan
A Hybrid Evolutionary Approach for Multicriteria Optimization Problems: Application to the Flow Shop	416	(13)
El-Ghazali Talbi
Malek Rahoual
Mohamed Hakim Mabed
Clarisse Dhaenens
The Supported Solutions Used as a Genetic Information in a Population Heuristics	429	(14)
Xavier Gandibleux
Hiroyuki Morita
Naoki Katoh
Scheduling
Multi-objective Flow-Shop: Preliminary Results	443	(15)
C. Brizuela
N. Sannomiya
Y. Zhao
Pareto-Optimal Solutions for Multi-objective Production Scheduling Problems	458	(14)
Tapan P. Bagchi
Comparison of Multiple Objective Genetic Algorithms for Parallel Machine Scheduling Problems	472	(14)
W. Matthew Carlyle
Bosun Kim
John W. Fowler
Esma S. Gel
Applications
A Bi-Criterion Approach for the Airlines Crew Rostering Problem	486	(15)
Walid El Moudani
Carlos Alberto Nunes Cosenza
Marc de Coligny
Felix Mora-Camino
Halftone Image Generation with Improved Multiobjective Genetic Algorithm	501	(15)
Hernan E. Aguirre
Kiyoshi Tanaka
Tatsuo Sugimura
Shinjiro Oshita
Microchannel Optimization Using Multiobjective Evolution Strategies	516	(15)
Ivo F. Sbalzarini
Sibylle Muller
Petros Koumoutsakos
Multi-objective Optimisation of Cancer Chemotherapy Using Evolutionary Algorithms	531	(15)
Andrei Petrovski
John McCall
Application of Multi Objective Evolutionary Algorithms to Analogue Filter Tuning	546	(14)
Mark Thompson
Multiobjective Design Optimization of Real-Life Devices in Electrical Engineering: A Cost-Effective Evolutionary Approach	560	(14)
P. Di Barba
M. Farina
A. Savini
Application of Multiobjective Evolutionary Algorithms for Dose Optimization Problems in Brachytherapy	574	(14)
Michael Lahanas
Natasa Milickovic
Dimos Baltas
Nikolaos Zamboglou
Multiobjective Optimization in Linguistic Rule Extraction from Numerical Data	588	(15)
Hisao Ishibuchi
Tomoharu Nakashima
Tadahiko Murata
Determining the Color-Efficiency Pareto Optimal Surface for Filtered Light Sources	603	(9)
Neil H. Eklund
Mark J. Embrechts
Multi-objective Design Space Exploration of Road Trains with Evolutionary Algorithms	612	(12)
Nando Laumanns
Marco Laumanns
Dirk Neunzig
Multiobjective Optimization of Mixed Variable Design Problems	624	(15)
Johan Andersson
Petter Krus
Aerodynamic Shape Optimization of Supersonic Wings by Adaptive Range Multiobjective Genetic Algorithms	639	(14)
Daisuke Sasaki
Masashi Morikawa
Shigeru Obayashi
Kazuhiro Nakahashi
Accurate, Transparent, and Compact Fuzzy Models for Function Approximation and Dynamic Modeling through Multi-objective Evolutionary Optimization	653	(15)
Fernando Jimenez
Antonio F. Gomez-Skarmeta
Hans Roubos
Robert Babuska
Multi-objective Evolutionary Design of Fuzzy Autopilot Controller	668	(13)
Anna L. Blumel
Evan J. Hughes
Brian A. White
The Niched Pareto Genetic Algorithm 2 Applied to the Design of Groundwater Remediation Systems	681	(15)
Mark Erickson
Alex Mayer
Jeffrey Horn
MOLeCS: Using Multiobjective Evolutionary Algorithms for Learning	696	(15)
Ester Bernado i Mansilla
Josep M. Garrell i Guiu
Author Index	711