Cover image for Multi-objective memetic algorithms
Title:
Multi-objective memetic algorithms
Series:
Studies in computational intelligence

Studies in computational intelligence ; v171
Publication Information:
Berlin : Springer, 2009
Physical Description:
xii, 402 p. : ill. ; 25 cm.
ISBN:
9783540880509

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30000010194019 QA76.618 M85 2009 Open Access Book Book
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Summary

Summary

The application of sophisticated evolutionary computing approaches for solving complex problems with multiple conflicting objectives in science and engineering have increased steadily in the recent years. Within this growing trend, Memetic algorithms are, perhaps, one of the most successful stories, having demonstrated better efficacy in dealing with multi-objective problems as compared to its conventional counterparts. Nonetheless, researchers are only beginning to realize the vast potential of multi-objective Memetic algorithm and there remain many open topics in its design.

This book presents a very first comprehensive collection of works, written by leading researchers in the field, and reflects the current state-of-the-art in the theory and practice of multi-objective Memetic algorithms. "Multi-Objective Memetic algorithms" is organized for a wide readership and will be a valuable reference for engineers, researchers, senior undergraduates and graduate students who are interested in the areas of Memetic algorithms and multi-objective optimization.


Table of Contents

Gideon AvigadHisao Ishibuchi and Yasuhiro Hitotsuyanagi and Noritaka Tsukamoto and Yusuke NojimaDipti Srinivasan and Zhang HuaXiao-Bing Hu and Ezequiel Di PaoloLee Loo Hay and Chew Ek Peng and Teng Suyan and Li JuxinZexuan Zhu and Yew-Soon Ong and Jer-Lai KuoKoji Shimoyama and Jin Ne Lim and Shinkyu Jeong and Shigeru Obayashi and Masataka KoishiChariklia A. Georgopoulou and Kyriakos C. GiannakoglouSalem F. Adra and Ian Griffin and Peter J. FlemingLingfeng Wang and Chanan SinghMassimiliano VasileXiang Feng and Francis C.M. LauTatsuya Okabe and Yaochu Jin and Bernhard SendhoffWei Peng and Qingfu Zhang and Hui LiAndrea Caponio and Ferrante NeriTapabrata Ray and Amitay Isaacs and Warren SmithOmar Soliman and Lam T. Bui and Hussein AbbassWenbin Song
Part I Introduction
Evolutionary Multi-Multi-Objective Optimization - EMMOOp. 3
Implementation of Multiobjective Memetic Algorithms for Combinatorial Optimization Problems: A Knapsack Problem Case Studyp. 27
Part II Knowledge Infused in Design of Problem-Specific Operators
Solving Time-Tabling Problems Using Evolutionary Algorithms and Heuristics Searchp. 53
An Efficient Genetic Algorithm with Uniform Crossover for the Multi-Objective Airport Gate Assignment Problemp. 71
Application of Evolutionary Algorithms for Solving Multi-Objective Simulation Optimization Problemsp. 91
Feature Selection Using Single/Multi-Objective Memetic Frameworksp. 111
Multi-Objective Robust Optimization Assisted by Response Surface Approximation and Visual Data-Miningp. 133
Multiobjective Metamodel-Assisted Memetic Algorithmsp. 153
A Convergence Acceleration Technique for Multiobjective Optimisationp. 183
Part III Knowledge Propagation through Cultural Evolution
Risk and Cost Tradeoff in Economic Dispatch Including Wind Power Penetration Based on Multi-Objective Memetic Particle Swarm Optimizationp. 209
Hybrid Behavioral-Based Multiobjective Space Trajectory Optimizationp. 231
Nature-Inspired Particle Mechanics Algorithm for Multi-Objective Optimizationp. 255
Part IV Information Exploited for Local Improvement
Combination of Genetic Algorithms and Evolution Strategies with Self-adaptive Switchingp. 281
Comparison between MOEA/D and NSGA-II on the Multi-Objective Travelling Salesman Problemp. 309
Integrating Cross-Dominance Adaptation in Multi-Objective Memetic Algorithmsp. 325
A Memetic Algorithm for Dynamic Multiobjective Optimizationp. 353
A Memetic Coevolutionary Multi-Objective Differential Evolution Algorithmp. 369
Multiobjective Memetic Algorithm and Its Application in Robust Airfoil Shape Optimizationp. 389
Author Indexp. 403