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多目标协同正弦优化算法求解分布式流水车间调度问题

郎峻 顾幸生

控制理论与应用2024,Vol.41Issue(6):1029-1037,9.
控制理论与应用2024,Vol.41Issue(6):1029-1037,9.DOI:10.7641/CTA.2023.20525

多目标协同正弦优化算法求解分布式流水车间调度问题

Multi-objective collaborative sine optimization algorithm for the distributed flow-shop scheduling

郎峻 1顾幸生1

作者信息

  • 1. 华东理工大学能源化工过程智能制造教育部重点实验室,上海 200237
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摘要

Abstract

This study investigates the distributed flow shop scheduling problem with sequence-dependent setup time.A multi-objective collaborative sine optimization algorithm(MCSOA)is proposed to minimize the makespan,total tardiness and mean idle time of the problem.The MCSOA mainly contains four core phases.The sine optimization algorithm is used to control the search range of the multi-neighborhood search strategy which introduced key factories;in the destruction and reconstruction stage,an iterative search strategy is designed to guide the evolutionary direction of individuals,while the sine optimization algorithm is used to balance the global exploitation and the local search;in the selection phase,the fast non-dominated sorting and reference point methods are selected to screen high-quality solutions,and an archive set is designed to store all non-dominated solutions;in the collaborative phase,the sharing and competition scheme is designed to ensure that the three objectives can be optimized evenly.Performance indicators include spacing metric,inverse generation distance and coverage rate are used to verify the effectiveness of the algorithm.The non-parametric test shows significant advantages of the proposed algorithm.

关键词

多目标优化/分布式流水车间调度/序列相关准备时间/正弦优化算法/协同优化

Key words

multi-objective optimization/distributed flow-shop scheduling/sequence dependent setup time/sine opti-mization algorithm/collaborative optimization

引用本文复制引用

郎峻,顾幸生..多目标协同正弦优化算法求解分布式流水车间调度问题[J].控制理论与应用,2024,41(6):1029-1037,9.

基金项目

国家自然科学基金项目(61973120,62076095)资助.Supported by the National Natural Science Foundation of China(61973120,62076095). (61973120,62076095)

控制理论与应用

OA北大核心CSTPCD

1000-8152

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