NDLI: Multiobjective evolutionary algorithm based on the Pareto Archive and individual migration

Content Provider	IEEE Xplore Digital Library
Author	Rongbin Qi Wenli Du Zhenlei Wang Feng Qian
Copyright Year	2008
Description	Author affiliation: State-Key Lab. of Chem. Eng., East China Univ. of Sci. & Technol., Shanghai (Rongbin Qi; Wenli Du; Zhenlei Wang; Feng Qian)
Abstract	A multiobjective evolutionary algorithm based on the parallel evolution of multiple single objective populations and Pareto archive population is proposed. For each single objective population, single objective evolutionary algorithm is applied to optimize separately each of multiobjective functions, where individuals generated by tournament selection from the union of single objective and Pareto archive population form the single objective population of next generation. At each evolving iteration, based on the concept of Pareto dominance, a finite-sized Pareto archive population is iteratively updated and trimmed by a new crowded-comparison operation. Especially, individuals in Pareto archive population also join evolutionary operations to increase the converging speed and improve quality of nondominated solutions. Simulations manifest that the proposed method can realize the search from multiple directions to obtain the nondominated solutions scattered more uniformly over the Pareto frontier with better convergence metric compared to well-known NSGA-II algorithm. Individuals migrating from Pareto archive population by tournament selection is also proved to have the advantage in improving the converging speed and converging precision.
Starting Page	4489
Ending Page	4494
File Size	147630
Page Count	6
File Format	PDF
ISBN	9781424421138
DOI	10.1109/WCICA.2008.4593646
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2008-06-25
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Evolutionary computation Convergence Pediatrics Evolution (biology) Distance measurement Optimization Euclidean distance Pareto archive Evolutionary algorithm multiobjective optimization
Content Type	Text
Resource Type	Article

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