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A modified objective function method with feasible-guiding strategy to solve constrained multi-objective optimization problems

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A modified objective function method with feasible-guiding strategy to solve constrained multi-objective optimization problems

×÷Õß:Jiao, LC (Jiao, Licheng)[ 1 ] ; Luo, JJ (Luo, Juanjuan)[ 1 ] ; Shang, RH (Shang, Ronghua)[ 1 ] ; Liu, F (Liu, Fang)[ 1 ]

APPLIED SOFT COMPUTING

¾í: 14

Ò³: 363-380

×Ó¼­: C

DOI: 10.1016/j.asoc.2013.10.008

³ö°æÄê: JAN 2014

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For constrained multi-objective optimization problems (CMOPs), how to preserve infeasible individuals and make use of them is a problem to be solved. In this case, a modified objective function method with feasible-guiding strategy on the basis of NSGA-II is proposed to handle CMOPs in this paper. The main idea of proposed algorithm is to modify the objective function values of an individual with its constraint violation values and true objective function values, of which a feasibility ratio fed back from current population is used to keep the balance, and then the feasible-guiding strategy is adopted to make use of preserved infeasible individuals. In this way, non-dominated solutions, obtained from proposed algorithm, show superiority on convergence and diversity of distribution, which can be confirmed by the comparison experiment results with other two CMOEAs on commonly used constrained test problems. Crown Copyright (C) 2013 Published by Elsevier B.V. All rights reserved.
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×÷Õ߹ؼü´Ê:Constrained multi-objective optimization; Constraint handling; Modified objective function method; Feasible-guiding strategy

KeyWords Plus:EVOLUTIONARY ALGORITHMS; PARAMETER OPTIMIZATION; GENETIC ALGORITHMS
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ͨѶ×÷ÕßµØÖ·: Luo, JJ (ͨѶ×÷Õß)
[ÏÔʾÔöÇ¿×éÖ¯ÐÅÏ¢µÄÃû³Æ]         Xidian Univ, Minist Educ China, Key Lab Intelligent Percept & Image Understanding, Xian 710071, Peoples R China.

µØÖ·:
[ÏÔʾÔöÇ¿×éÖ¯ÐÅÏ¢µÄÃû³Æ]         [ 1 ] Xidian Univ, Minist Educ China, Key Lab Intelligent Percept & Image Understanding, Xian 710071, Peoples R China

µç×ÓÓʼþµØÖ·:ljjinxd@163.com
»ù½ð×ÊÖúÖÂл
»ù½ð×ÊÖú»ú¹¹        ÊÚȨºÅ
National Natural Science Foundation of China        
61001202
61003199
China Post-Doctoral Science Foundation        
201104658
20090451369
National Research Foundation for the Doctoral Program of Higher Education of China        
200807010003
20100203120008
20090203120016
Fund for Foreign Scholars in University Research and Teaching Programs        
B07048
Program for Cheung Kong Scholars and Innovative Research Team in University        
IRT1170
²é¿´»ù½ð×ÊÖúÐÅÏ¢   
³ö°æÉÌ

ELSEVIER SCIENCE BV, PO BOX 211, 1000 AE AMSTERDAM, NETHERLANDS
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Ñо¿·½Ïò:Computer Science

Web of Science Àà±ð:Computer Science, Artificial Intelligence; Computer Science, Interdisciplinary Applications
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ÎÄÏ×ÀàÐÍ:Article

ÓïÖÖ:English

Èë²ØºÅ: WOS:000327529200005

ISSN: 1568-4946

µç×Ó ISSN: 1872-9681
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    Impact Factor (Ó°ÏìÒò×Ó): Journal Citation Reports®

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Web of Science ºËÐĺϼ¯ÖÐµÄ "ÒýÓõIJο¼ÎÄÏ×": 40

Web of Science ºËÐĺϼ¯ÖÐµÄ "±»ÒýƵ´Î": 0
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