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分布式两阶段混合流水车间调度 被引量:4

Distributed two-stage hybrid flow shop scheduling
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摘要 针对分布式两阶段混合流水车间调度问题(DTHFSP),提出一种教学优化算法(TLBO)求解工厂分配问题并设计一种启发式算法解决机器分配问题,以最小化最大完工时间.首先,采用均衡工厂负载的方法生成初始班级;然后,引入淘汰机制以加强对优势解的局部搜索效率,并在自学阶段增加反思过程强化教学结果;最后,通过大量实例实验验证了教学优化算法在求解分布式两阶段混合流水车间调度问题时的搜索优势.结果分析表明教学优化算法在求解分布式两阶段混合流水车间调度方面具有更好的稳定性和求解质量. Aiming at distributed two-stage hybrid flow shop scheduling problem(DTHFSP),a teaching-learning-based optimization algorithm(TLBO)was proposed to solve the factory assignment problem,and a heuristic algorithm was designed to solve the machine assignment and schedule problem to minimize makespan.Firstly,a load balance tactics was used to generate the initial class.Then,an elimination mechanism was introduced to strengthen the local search efficiency of the dominant solution and a reflection process was proposed to the self-study stage to strengthen the teaching efficiency.Finally,the verification by a large number of examples proves that the new TLBO algorithm has a strong advantage in solving DTHFSP.The results show better stability and solution quality of the teaching optimization algorithm in solving the distributed two-stage hybrid flow shop scheduling.
作者 张清勇 孙泽轩 雷德明 ZHANG Qingyong;SUN Zexuan;LEI Deming(School of Automation,Wuhan University of Technology,Wuhan 430070,China)
出处 《华中科技大学学报(自然科学版)》 EI CAS CSCD 北大核心 2020年第4期127-132,共6页 Journal of Huazhong University of Science and Technology(Natural Science Edition)
基金 国家自然科学基金资助项目(61573264,71471151).
关键词 分布式调度 两阶段混合流水车间调度 教学优化算法 启发式算法 负载均衡 distributed scheduling two-stage hybrid flow shop scheduling teaching-learning-based optimization algorithm heuristic algorithm load balancing
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