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Multi-objective optimization and evaluation method of modular product configuration design scheme

  • Wei Wei*
  • , Wenhui Fan
  • , Zhongkai Li
  • *Corresponding author for this work
  • Tsinghua University
  • China University of Mining and Technology

Research output: Contribution to journalArticlepeer-review

Abstract

Product configuration is one of the key technologies for mass customization. Traditional product configuration optimization targets are mostly single. In this paper, an approach based on multi-objective genetic optimization algorithm and fuzzy-based select mechanism is proposed to solve the multi-objective configuration optimization problem. Firstly, the multi-objective optimization mathematical model of product configuration is constructed, the objective functions are performance, cost, and time. Then, a method based on improved non-dominated sorting genetic algorithm (NSGA-II) is proposed to solve the configuration design optimization problem. As a result, the Pareto-optimal set is acquired by NSGA-II. Due to the imprecise nature of human decision, a fuzzy-based configuration scheme evaluation and select mechanism is proposed consequently, which helps extract the best compromise solution from the Pareto-optimal set. The proposed multi-objective genetic algorithm is compared with two other established multi-objective optimization algorithms, and the results reveal that the proposed genetic algorithm outperforms the others in terms of product configuration optimization problem. At last, an example of air compressor multi-objective configuration optimization is used to demonstrate the feasibility and validity of the proposed method.

Original languageEnglish
Pages (from-to)1527-1536
Number of pages10
JournalInternational Journal of Advanced Manufacturing Technology
Volume75
Issue number9-12
DOIs
StatePublished - 16 Nov 2014

Keywords

  • Air compressor
  • Configuration optimization
  • Modularized design
  • Multi-objective optimization
  • Pareto set

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