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题名: Research of Batch Scheduling with Arrival Time Based on Estimation of Distribution Algorithm
作者: Li D(李冬); Peng FF(彭菲菲); Zhou XF(周晓锋); Liu C(刘昶)
作者部门: 数字工厂研究室
会议名称: 7th International Symposium on Computational Intelligence and Design, ISCID 2014
会议日期: December 13-14, 2014
会议地点: Hangzhou, China
会议主办者: IEEE Nanjing Computational Intelligence Chapter; University of Bristol; Zhejiang Sci-Tech University; Zhejiang University
会议录: Proceedings - 2014 7th International Symposium on Computational Intelligence and Design, ISCID 2014
会议录出版者: IEEE
会议录出版地: Piscataway, NJ, USA
出版日期: 2014
页码: 125-130
收录类别: EI
ISBN号: 9781479970056
关键词: Estimation of distribution algorithm (EDA) ; Probability Model ; Batch Scheduling
摘要: Estimation of distribution has been used to solve the batch scheduling problem with job release problem, which minimizing the make span as the objective function. According to the characteristic of the batch scheduling problem with job release time and the estimation of distribution algorithm, this paper builds the probabilistic model based on the characteristic of batching process and designs the mechanism of personal sampling and probability update, then proposes a new estimation of distribution algorithm to solve the batch scheduling problem with job release time. The mechanism of population generation and probability updating has been improved in the standard compact genetic algorithm (a kind of EDA) which accelerate the convergence rate of algorithm. Moreover, the influence of parameter setting is investigated based on design of experiment and suitable parameter values are suggested. Simulation results based on some instances and comparisons with some exiting algorithms demonstrate the effectiveness and robustness of the proposed algorithm.
语种: 英语
产权排序: 1
内容类型: 会议论文
URI标识: http://ir.sia.cn/handle/173321/16103
Appears in Collections:数字工厂研究室_会议论文

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