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author:

Lu, Jun-Ying (Lu, Jun-Ying.) [1] | Zhu, Guang-Yu (Zhu, Guang-Yu.) [2] (Scholars:朱光宇)

Indexed by:

EI Scopus PKU CSCD

Abstract:

To solve the multi-objective optimization problem of surface mounting, a multi-objective optimization model was established with feeders, placing sequence and changing times of the nozzles as sub-objectives. The concept of information entropy was introduced into the grey correlation analysis, and the grey entropy correlation analysis method was proposed. The original grey correlation degree was changed into grey entropy correlation degree. Based on grey entropy correlation analysis method, the grey entropy correlation degree functions of three sub-objectives were established and a multi-objective differential evolution algorithm with grey entropy correlation was presented. The coding method of real vector-location sequence was adopted to realize the application of differential evolution algorithm on surface mounting optimization. The experimental results indicated that at least two sub-objectives in Pareto optimal solutions of differential evolution algorithm were better than genetic algorithm, and the solution had better uniform distribution. Therefore, the multi-objective differential evolution algorithm with grey entropy correlation could solve the multi-objective optimization problem of surface mounting effectively.

Keyword:

Correlation methods Genetic algorithms Mountings Multiobjective optimization Pareto principle Surface mount technology

Community:

  • [ 1 ] [Lu, Jun-Ying]College of Mechanical Engineering and Automation, Fuzhou University, Fuzhou 350108, China
  • [ 2 ] [Zhu, Guang-Yu]College of Mechanical Engineering and Automation, Fuzhou University, Fuzhou 350108, China

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Source :

Computer Integrated Manufacturing Systems, CIMS

ISSN: 1006-5911

CN: 11-5946/TP

Year: 2013

Issue: 4

Volume: 19

Page: 766-773

Cited Count:

WoS CC Cited Count:

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ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

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