采用反馈机制的多生产线制造系统协同优化

doi:10.3969/j.issn.1004-132X.2020.17.014

中国机械工程

采用反馈机制的多生产线制造系统协同优化

孔维畅;乔非;吴启迪

同济大学电子与信息工程学院,上海,201804

出版日期:2020-09-10 发布日期:2020-09-30
基金资助:
国家自然科学基金资助项目（71690230,71690234,61873191,61973237）；
国家重点研发计划政府间国际科技创新合作重点专项（2017YFE0101400）

Feedback Collaborative Optimization for Multi-line Manufacturing Systems

KONG Weichang;QIAO Fei;WU Qidi

School of Electronic and Information Engineering, Tongji University, Shanghai, 201804

Online:2020-09-10 Published:2020-09-30

摘要/Abstract

摘要： 为研究具有可互替耦合设备的多生产制造系统的优化问题,给出了该类型制造系统的一般性描述,并基于经典的MiniFAB模型设计了该多生产线制造系统。为解决优化过程中训练数据不足的问题,提出了基于反馈机制的多生产线制造系统结构优化方法。为进一步提高优化方法的精度,将结构优化方法与启发式调度规则优化结合,提出了多生产线制造系统协同优化方法。案例验证了所提出方法的可行性和有效性。

关键词: 多生产线制造系统, 闭环优化, 启发式调度规则, 协同优化

Abstract: A general description of multi-line manufacturing systems with alternative coupled machines was given and designed to study performance optimization problems of the multi-line manufacturing systems on the basis of classic MiniFAB model. A feedback structure optimization method was proposed to solve the problems of insufficient training data when optimizing a multi-line manufacturing system. Structure optimization method was further collaborated with selection of heuristic rules to improve accuracy of performance optimization. As a result, the collaborative optimization method for multi-line manufacturing systems was proposed. Feasibility and effectiveness of the proposed methods were verified through cases.

Key words: multi-line manufacturing system, closed-loop optimization, heuristic scheduling rule, collaborative optimization

中图分类号:

TN305

孔维畅;乔非;吴启迪. 采用反馈机制的多生产线制造系统协同优化[J]. 中国机械工程, DOI: 10.3969/j.issn.1004-132X.2020.17.014.

KONG Weichang;QIAO Fei;WU Qidi. Feedback Collaborative Optimization for Multi-line Manufacturing Systems[J]. China Mechanical Engineering, DOI: 10.3969/j.issn.1004-132X.2020.17.014.

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链接本文: http://www.cmemo.org.cn/CN/10.3969/j.issn.1004-132X.2020.17.014

http://www.cmemo.org.cn/CN/Y2020/V31/I17/2112

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采用反馈机制的多生产线制造系统协同优化

Feedback Collaborative Optimization for Multi-line Manufacturing Systems

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