跳到主要导航 跳到搜索 跳到主要内容

A Multi-objective Collaborative Optimization Algorithm Based on Cycle Subsystem Model with Features for Product Family Design

  • Tsinghua University
  • University of Science and Technology Beijing

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

The capability of product family design meets new requirements of customer-driven market nowadays. In order to improve the market competence, enterprises need design a certain product family with better quality, lower cost and less time spending as its best, while these three optimal goals are contradictory in most instances. In this paper, a novel multi-objective collaborative optimization algorithm, Non-dominated Sorting Genetic Algorithm with Hill Climbing algorithm (NSGA-HC), is proposed for product family design, which can trade off local bias of the single-factor algorithm. Secondly, in terms of a better product family designing scheme, a Cycle Subsystem Model with Features is structured, which not only considers product features as an essential factor influencing product performance but also regards each subsystem as individual for product family design. In addition, an industrial field example is demonstrated as a multi-objective optimal problem to validate the proposed model and algorithm. Finally, an experimental comparison shows that this novel algorithm has higher efficiency and avoids local extremum.

源语言英语
主期刊名Proceedings - 2018 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2018
出版商Institute of Electrical and Electronics Engineers Inc.
3614-3619
页数6
ISBN(电子版)9781538666500
DOI
出版状态已出版 - 2 7月 2018
已对外发布
活动2018 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2018 - Miyazaki, 日本
期限: 7 10月 201810 10月 2018

出版系列

姓名Proceedings - 2018 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2018

会议

会议2018 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2018
国家/地区日本
Miyazaki
时期7/10/1810/10/18

联合国可持续发展目标

此成果有助于实现下列可持续发展目标:

  1. 可持续发展目标 3 - 良好健康与福祉
    可持续发展目标 3 良好健康与福祉

指纹

探究 'A Multi-objective Collaborative Optimization Algorithm Based on Cycle Subsystem Model with Features for Product Family Design' 的科研主题。它们共同构成独一无二的指纹。

引用此