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Wei CHEN,Jingyu YAN,Mei CHEN,Xin LI.[en_title][J].Control Theory and Technology,2010,8(2):222~228.[Copy]
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WeiCHEN,JingyuYAN,MeiCHEN,XinLI
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DOI:10.1007/s11768-010-7222-3
Received:September 26, 2007Revised:February 26, 2009
基金项目:The Academic Outstanding Youth Talented Person Fund of Anhui Province (No.2009SQR2014)
Diversity of Pareto front: A multiobjective genetic algorithm based on dominating information
Wei CHEN,Jingyu YAN,Mei CHEN,Xin LI
(Department of Automation, Hefei University of Technology;Department of Mechanical and Automation Engineering, the Chinese University of Hong Kong)
Abstract:
In this paper, the diversity information included by dominating number is analyzed, and the probabilistic relationship between dominating number and diversity in the space of objective function is proved. A ranking method based on dominating number is proposed to build the Pareto front. Without increasing basic Pareto method’s computation complexity and introducing new parameters, a new multiobjective genetic algorithm based on proposed ranking method (MOGA-DN) is presented. Simulation results on function optimization and parameters optimization of control system verify the efficiency of MOGA-DN.
Key words:  Dominating number  Ranking method  Multiobjective  Genetic algorithm