This book constitutes the refereed proceedings of the Third International Conference on Evolutionary Multi-Criterion Optimization, EMO 2005, held in Guanajuato, Mexico, in March 2005.
The 59 revised full papers presented together with 2 invited papers and the summary of a tutorial were carefully reviewed and selected from the 115 papers submitted. The papers are organized in topical sections on algorithm improvements, incorporation of preferences, performance analysis and comparison, uncertainty and noise, alternative methods, and applications in a broad variety of fields.
Author(s): Milan Zeleny (auth.), Carlos A. Coello Coello, Arturo Hernández Aguirre, Eckart Zitzler (eds.)
Series: Lecture Notes in Computer Science 3410 : Theoretical Computer Science and General Issues
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2005
Language: English
Pages: 912
Tags: Algorithm Analysis and Problem Complexity; Numeric Computing; Artificial Intelligence (incl. Robotics)
Front Matter....Pages -
The Evolution of Optimality: De Novo Programming....Pages 1-13
Many-Objective Optimization: An Engineering Design Perspective....Pages 14-32
1984-2004 – 20 Years of Multiobjective Metaheuristics. But What About the Solution of Combinatorial Problems with Multiple Objectives?....Pages 33-46
Omni-optimizer: A Procedure for Single and Multi-objective Optimization....Pages 47-61
An EMO Algorithm Using the Hypervolume Measure as Selection Criterion....Pages 62-76
The Combative Accretion Model – Multiobjective Optimisation Without Explicit Pareto Ranking....Pages 77-91
Parallelization of Multi-objective Evolutionary Algorithms Using Clustering Algorithms....Pages 92-107
An Efficient Multi-objective Evolutionary Algorithm: OMOEA-II....Pages 108-119
Path Relinking in Pareto Multi-objective Genetic Algorithms....Pages 120-134
Dynamic Archive Evolution Strategy for Multiobjective Optimization....Pages 135-149
Searching for Robust Pareto-Optimal Solutions in Multi-objective Optimization....Pages 150-164
Multi-objective MaxiMin Sorting Scheme....Pages 165-175
Multiobjective Optimization on a Budget of 250 Evaluations....Pages 176-190
Initial Population Construction for Convergence Improvement of MOEAs....Pages 191-205
Multi-objective Go with the Winners Algorithm: A Preliminary Study....Pages 206-220
Exploiting Comparative Studies Using Criteria: Generating Knowledge from an Analyst’s Perspective....Pages 221-234
A Multiobjective Evolutionary Algorithm for Deriving Final Ranking from a Fuzzy Outranking Relation....Pages 235-249
Exploring the Performance of Stochastic Multiobjective Optimisers with the Second-Order Attainment Function....Pages 250-264
Recombination of Similar Parents in EMO Algorithms....Pages 265-279
A Scalable Multi-objective Test Problem Toolkit....Pages 280-295
Extended Multi-objective fast messy Genetic Algorithm Solving Deception Problems....Pages 296-310
Comparing Classical Generating Methods with an Evolutionary Multi-objective Optimization Method....Pages 311-325
A New Analysis of the LebMeasure Algorithm for Calculating Hypervolume....Pages 326-340
Effects of Removing Overlapping Solutions on the Performance of the NSGA-II Algorithm....Pages 341-354
Selection, Drift, Recombination, and Mutation in Multiobjective Evolutionary Algorithms on Scalable MNK-Landscapes....Pages 355-369
Comparison Between Lamarckian and Baldwinian Repair on Multiobjective 0/1 Knapsack Problems....Pages 370-385
The Value of Online Adaptive Search: A Performance Comparison of NSGAII, ε-NSGAII and εMOEA....Pages 386-398
Fuzzy-Pareto-Dominance and its Application in Evolutionary Multi-objective Optimization....Pages 399-412
Multi-objective Optimization of Problems with Epistemic Uncertainty....Pages 413-427
The Naive ${\mathbb M}$ ID ${\mathbb E}$ A: A Baseline Multi–objective EA....Pages 428-442
New Ideas in Applying Scatter Search to Multiobjective Optimization....Pages 443-458
A MOPSO Algorithm Based Exclusively on Pareto Dominance Concepts....Pages 459-473
Clonal Selection with Immune Dominance and Anergy Based Multiobjective Optimization....Pages 474-489
A Multi-objective Tabu Search Algorithm for Constrained Optimisation Problems....Pages 490-504
Improving PSO-Based Multi-objective Optimization Using Crowding, Mutation and ∈-Dominance....Pages 505-519
DEMO: Differential Evolution for Multiobjective Optimization....Pages 520-533
Multi-objective Model Selection for Support Vector Machines....Pages 534-546
Exploiting the Trade-off — The Benefits of Multiple Objectives in Data Clustering....Pages 547-560
Extraction of Design Characteristics of Multiobjective Optimization – Its Application to Design of Artificial Satellite Heat Pipe....Pages 561-575
Gray Coding in Evolutionary Multicriteria Optimization: Application in Frame Structural Optimum Design....Pages 576-591
Multi-objective Genetic Algorithms to Create Ensemble of Classifiers....Pages 592-606
Multi-objective Model Optimization for Inferring Gene Regulatory Networks....Pages 607-620
High-Fidelity Multidisciplinary Design Optimization of Wing Shape for Regional Jet Aircraft....Pages 621-635
Photonic Device Design Using Multiobjective Evolutionary Algorithms....Pages 636-650
Multiple Criteria Lot-Sizing in a Foundry Using Evolutionary Algorithms....Pages 651-663
Multiobjective Shape Optimization Using Estimation Distribution Algorithms and Correlated Information....Pages 664-676
Evolutionary Multi-objective Environmental/Economic Dispatch: Stochastic Versus Deterministic Approaches....Pages 677-691
A Multi-objective Approach to Integrated Risk Management....Pages 692-706
An Approach Based on the Strength Pareto Evolutionary Algorithm 2 for Power Distribution System Planning....Pages 707-720
Proposition of Selection Operation in a Genetic Algorithm for a Job Shop Rescheduling Problem....Pages 721-735
A Two-Level Evolutionary Approach to Multi-criterion Optimization of Water Supply Systems....Pages 736-751
Evolutionary Multi-objective Optimization for Simultaneous Generation of Signal-Type and Symbol-Type Representations....Pages 752-766
A Multi-objective Memetic Algorithm for Intelligent Feature Extraction....Pages 767-781
Solving the Aircraft Engine Maintenance Scheduling Problem Using a Multi-objective Evolutionary Algorithm....Pages 782-796
Finding Pareto-Optimal Set by Merging Attractors for a Bi-objective Traveling Salesmen Problem....Pages 797-810
Multiobjective EA Approach for Improved Quality of Solutions for Spanning Tree Problem....Pages 811-825
Developments on a Multi-objective Metaheuristic (MOMH) Algorithm for Finding Interesting Sets of Classification Rules....Pages 826-840
Preliminary Investigation of the ‘Learnable Evolution Model’ for Faster/Better Multiobjective Water Systems Design....Pages 841-855
Particle Evolutionary Swarm for Design Reliability Optimization....Pages 856-869
Multiobjective Water Pinch Analysis of the Cuernavaca City Water Distribution Network....Pages 870-884
Multi-objective Vehicle Routing Problems Using Two-Fold EMO Algorithms to Enhance Solution Similarity on Non-dominated Solutions....Pages 885-896
Multi-objective Optimisation of Turbomachinery Blades Using Tabu Search....Pages 897-910
Back Matter....Pages -
