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加工时间不确定的柔性作业车间鲁棒调度方法
引用本文:汪俊亮,张洁,秦威,银莉,陈定方.加工时间不确定的柔性作业车间鲁棒调度方法[J].中国机械工程,2015,26(5):627-632.
作者姓名:汪俊亮  张洁  秦威  银莉  陈定方
作者单位:1.上海交通大学,上海,200240 2.武汉理工大学,武汉,430063
基金项目:国家高技术研究发展计划(863计划)资助项目(2012AA040907)
摘    要:针对中小批量环境下加工时间不确定的柔性作业车间调度问题,采用冗余处理方法构建了以最大完工时间为目标的鲁棒调度模型。为降低算法的搜索规模和提高算法的求解速度,提出了顺序搜索机制,并设计两阶段遗传算法,分阶段获取冗余状态和最优结果。采用某柔性生产线的数据进行正交试验,优化了算法关键参数,并构建了柔性生产线仿真模型,对调度结果的鲁棒性和优化目标性能进行了分析。结果表明,该算法在目标性能和鲁棒性上都显著优于标准遗传算法,能有效处理加工时间不确定的柔性作业车间调度问题。

关 键 词:加工时间扰动  柔性作业车间  鲁棒性  顺序搜索  

Robust Scheduling on Flexible Job Shop with Uncertain Processing Time
Wang Junliang,Zhang Jie,Qin Wei,Yin Li,Chen Dingfang.Robust Scheduling on Flexible Job Shop with Uncertain Processing Time[J].China Mechanical Engineering,2015,26(5):627-632.
Authors:Wang Junliang  Zhang Jie  Qin Wei  Yin Li  Chen Dingfang
Affiliation:1.Shanghai Jiao Tong University,Shanghai,200240 2.Wuhan University of Technology,Wuhan,430063
Abstract:This paper investigated the flexible job-shop scheduling problem (FJSP) with uncertain processing time in a multi-type and low-volume environment. A minimax regret based robust scheduling model was built to minimize the makespan. A novel sequential search rule was put forward to reduce the calculation amount of the algorithm and a two stage genetic algorithm was designed to figure out the redundant and optimal solutions. Orthogonal test was designed to optimize significant parameters, and then, a simulation model was established to evaluate the robustness and objective performance of the algorithm. The results show the proposed algorithm has a better performance than genetic algorithm on flexible job-shop scheduling problem under uncertain and dynamic environment.
Keywords:processing time disturbance  flexible job-shop  robustness  sequential search  
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