This book constitutes the refereed proceedings of the Second International Conference on Evolutionary Multi-Criterion Optimization, EMO 2003, held in Faro, Portugal, in April 2003.
The 56 revised full papers presented were carefully reviewed and selected from a total of 100 submissions. The papers are organized in topical sections on objective handling and problem decomposition, algorithm improvements, online adaptation, problem construction, performance analysis and comparison, alternative methods, implementation, and applications.
Author(s): Richard Balling (auth.), Carlos M. Fonseca, Peter J. Fleming, Eckart Zitzler, Lothar Thiele, Kalyanmoy Deb (eds.)
Series: Lecture Notes in Computer Science 2632
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2003
Language: English
Pages: 820
Tags: Algorithm Analysis and Problem Complexity; Numeric Computing; Discrete Mathematics in Computer Science; Artificial Intelligence (incl. Robotics); Computer Appl. in Administrative Data Processing; Optimization
The Maximin Fitness Function; Multi-objective City and Regional Planning....Pages 1-15
Conflict, Harmony, and Independence: Relationships in Evolutionary Multi-criterion Optimisation....Pages 16-30
Is Fitness Inheritance Useful for Real-World Applications?....Pages 31-42
Use of a Genetic Heritage for Solving the Assignment Problem with Two Objectives....Pages 43-57
Fuzzy Optimality and Evolutionary Multiobjective Optimization....Pages 58-72
IS-PAES: A Constraint-Handling Technique Based on Multiobjective Optimization Concepts....Pages 73-87
A Population and Interval Constraint Propagation Algorithm....Pages 88-101
Multi-objective Binary Search Optimisation....Pages 102-117
Covering Pareto Sets by Multilevel Evolutionary Subdivision Techniques....Pages 118-132
An Adaptive Divide-and-Conquer Methodology for Evolutionary Multi-criterion Optimisation....Pages 133-147
Multi-level Multi-objective Genetic Algorithm Using Entropy to Preserve Diversity....Pages 148-161
Solving Hierarchical Optimization Problems Using MOEAs....Pages 162-176
Multiobjective Meta Level Optimization of a Load Balancing Evolutionary Algorithm....Pages 177-191
Schemata-Driven Multi-objective Optimization....Pages 192-206
A Real-Coded Predator-Prey Genetic Algorithm for Multiobjective Optimization....Pages 207-221
Towards a Quick Computation of Well-Spread Pareto-Optimal Solutions....Pages 222-236
Trade-Off between Performance and Robustness: An Evolutionary Multiobjective Approach....Pages 237-251
The Micro Genetic Algorithm 2: Towards Online Adaptation in Evolutionary Multiobjective Optimization....Pages 252-266
Self-Adaptation for Multi-objective Evolutionary Algorithms....Pages 267-281
MOPED: A Multi-objective Parzen-Based Estimation of Distribution Algorithm for Continuous Problems....Pages 282-294
Instance Generators and Test Suites for the Multiobjective Quadratic Assignment Problem....Pages 295-310
Dynamic Multiobjective Optimization Problems: Test Cases, Approximation, and Applications....Pages 311-326
No Free Lunch and Free Leftovers Theorems for Multiobjective Optimisation Problems....Pages 327-341
A New MOEA for Multi-objective TSP and Its Convergence Property Analysis....Pages 342-354
Convergence Time Analysis for the Multi-objective Counting Ones Problem....Pages 355-364
Niche Distributions on the Pareto Optimal Front....Pages 365-375
Performance Scaling of Multi-objective Evolutionary Algorithms....Pages 376-390
Searching under Multi-evolutionary Pressures....Pages 391-404
Minimal Sets of Quality Metrics....Pages 405-417
A Comparative Study of Selective Breeding Strategies in a Multiobjective Genetic Algorithm....Pages 418-432
An Empirical Study on the Effect of Mating Restriction on the Search Ability of EMO Algorithms....Pages 433-447
Using Simulated Annealing and Spatial Goal Programming for Solving a Multi Site Land Use Allocation Problem....Pages 448-463
Solving Multi-criteria Optimization Problems with Population-Based ACO....Pages 464-478
A Two-Phase Local Search for the Biobjective Traveling Salesman Problem....Pages 479-493
PISA — A Platform and Programming Language Independent Interface for Search Algorithms....Pages 494-508
A New Data Structure for the Nondominance Problem in Multi-objective Optimization....Pages 509-518
The Measure of Pareto Optima Applications to Multi-objective Metaheuristics....Pages 519-533
Distributed Computing of Pareto-Optimal Solutions with Evolutionary Algorithms....Pages 534-549
Multiobjective Capacitated Arc Routing Problem....Pages 550-564
Multi-objective Rectangular Packing Problem and Its Applications....Pages 565-577
Experimental Genetic Operators Analysis for the Multi-objective Permutation Flowshop....Pages 578-592
Modification of Local Search Directions for Non-dominated Solutions in Cellular Multiobjective Genetic Algorithms for Pattern Classification Problems....Pages 593-607
Effects of Three-Objective Genetic Rule Selection on the Generalization Ability of Fuzzy Rule-Based Systems....Pages 608-622
Identification of Multiple Gene Subsets Using Multi-objective Evolutionary Algorithms....Pages 623-637
Non-invasive Atrial Disease Diagnosis Using Decision Rules: A Multi-objective Optimization Approach....Pages 638-647
Intensity Modulated Beam Radiation Therapy Dose Optimization with Multiobjective Evolutionary Algorithms....Pages 648-661
Multiobjective Evolutionary Algorithms Applied to the Rehabilitation of a Water Distribution System: A Comparative Study....Pages 662-676
Optimal Design of Water Distribution System by Multiobjective Evolutionary Methods....Pages 677-691
Evolutionary Multiobjective Optimization in Watershed Water Quality Management....Pages 692-706
Different Multi-objective Evolutionary Programming Approaches for Detecting Computer Network Attacks....Pages 707-721
Safety Systems Optimum Design by Multicriteria Evolutionary Algorithms....Pages 722-736
Applications of a Multi-objective Genetic Algorithm to Engineering Design Problems....Pages 737-751
A Real-World Test Problem for EMO Algorithms....Pages 752-766
Genetic Methods in Multi-objective Optimization of Structures with an Equality Constraint on Volume....Pages 767-781
Multi-criteria Airfoil Design with Evolution Strategies....Pages 782-795
Visualization and Data Mining of Pareto Solutions Using Self-Organizing Map....Pages 796-809
