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Research of Batch Scheduling with Arrival Time Based on Estimation of Distribution Algorithm
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
会议录名称Proceedings - 2014 7th International Symposium on Computational Intelligence and Design, ISCID 2014
出版者IEEE
出版地Piscataway, NJ, USA
2014
页码125-130
收录类别EI ; CPCI(ISTP)
EI收录号20152500951068
WOS记录号WOS:000380534100169
产权排序1
ISBN号978-1-4799-7005-6
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
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文献类型会议论文
条目标识符http://ir.sia.cn/handle/173321/16103
专题数字工厂研究室
通讯作者Li D(李冬)
作者单位1.Shenyang Institute of Automation, ShenYang, China
2.University of California, San Diego, CA, United States
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GB/T 7714
Li D,Peng FF,Zhou XF,et al. Research of Batch Scheduling with Arrival Time Based on Estimation of Distribution Algorithm[C]//IEEE Nanjing Computational Intelligence Chapter; University of Bristol; Zhejiang Sci-Tech University; Zhejiang University. Piscataway, NJ, USA:IEEE,2014:125-130.
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