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An effective discrete artificial bee colony algorithm for flow shop scheduling problem with intermediate buffers
  • ISSN号:2095-0020
  • 期刊名称:《上海电机学院学报》
  • 时间:0
  • 分类:O224[理学—运筹学与控制论;理学—数学] TH165[机械工程—机械制造及自动化]
  • 作者机构:[1]School of Mechanical and Electrical Engineering, Henan Institute of Science and Technology, Xinxiang 453003, China, [2]Key Laboratory of Advanced Control and Optimization for Chemical Process, Ministry of Education, East China University of Science and Technology, Shanghai 200237, China
  • 相关基金:Projects(61174040,61104178,61374136) supported by the National Natural Science Foundation of China; Project(12JC1403400) supported by Shanghai Commission of Science and Technology,China; Project supported by the Fundamental Research Funds for the Central Universities,China
中文摘要:

An effective discrete artificial bee colony(DABC) algorithm is proposed for the flow shop scheduling problem with intermediate buffers(IBFSP) in order to minimize the maximum completion time(i.e makespan). The effective combination of the insertion and swap operator is applied to producing neighborhood individual at the employed bee phase. The tournament selection is adopted to avoid falling into local optima, while, the optimized insert operator embeds in onlooker bee phase for further searching the neighborhood solution to enhance the local search ability of algorithm. The tournament selection with size 2 is again applied and a better selected solution will be performed destruction and construction of iterated greedy(IG) algorithm, and then the result replaces the worse one. Simulation results show that our algorithm has a better performance compared with the HDDE and CHS which were proposed recently. It provides the better known solutions for the makespan criterion to flow shop scheduling problem with limited buffers for the Car benchmark by Carlier and Rec benchmark by Reeves. The convergence curves show that the algorithm not only has faster convergence speed but also has better convergence value.

英文摘要:

An effective discrete artificial bee colony(DABC) algorithm is proposed for the flow shop scheduling problem with intermediate buffers(IBFSP) in order to minimize the maximum completion time(i.e makespan). The effective combination of the insertion and swap operator is applied to producing neighborhood individual at the employed bee phase. The tournament selection is adopted to avoid falling into local optima, while, the optimized insert operator embeds in onlooker bee phase for further searching the neighborhood solution to enhance the local search ability of algorithm. The tournament selection with size 2 is again applied and a better selected solution will be performed destruction and construction of iterated greedy(IG) algorithm, and then the result replaces the worse one. Simulation results show that our algorithm has a better performance compared with the HDDE and CHS which were proposed recently. It provides the better known solutions for the makespan criterion to flow shop scheduling problem with limited buffers for the Car benchmark by Carlier and Rec benchmark by Reeves. The convergence curves show that the algorithm not only has faster convergence speed but also has better convergence value.

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期刊信息
  • 《上海电机学院学报》
  • 主管单位:上海市教育委员会
  • 主办单位:上海电机学院
  • 主编:黄兴华
  • 地址:上海浦东新区橄榄路1350号
  • 邮编:201306
  • 邮箱:shdjxb@163.com
  • 电话:021-38223023
  • 国际标准刊号:ISSN:2095-0020
  • 国内统一刊号:ISSN:31-1996/Z
  • 邮发代号:
  • 获奖情况:
  • 国内外数据库收录:
  • 被引量:1789