系统仿真学报 ›› 2020, Vol. 32 ›› Issue (10): 2010-2021.doi: 10.16182/j.issn1004731x.joss.20-FZ0332

• 仿真模型/系统置信度评估技术 • 上一篇    下一篇

基于混合QPSO的模糊柔性作业车间调度问题研究

李俊萱, 王艳, 纪志成   

  1. 江南大学 物联网技术应用教育部工程研究中心,江苏 无锡 214122
  • 收稿日期:2020-03-30 修回日期:2020-06-10 出版日期:2020-10-18 发布日期:2020-10-14
  • 作者简介:李俊萱(1995-),男,江苏无锡,硕士生,研究方向为智能调度与群智能算法;王艳(1978-),女,江苏盐城,博士,教授,研究方向为制造系统能效优化。
  • 基金资助:
    国家自然科学基金(61973138),国家重点研发计划(2018YFB1701903)

Research on Fuzzy Flexible Job Shop Scheduling Problem Based on Hybrid QPSO

Li Junxuan, Wang Yan, Ji Zhicheng   

  1. Engineering Research Center of Internet of Things Technology Applications Ministry of Education, Wuxi 214122, China
  • Received:2020-03-30 Revised:2020-06-10 Online:2020-10-18 Published:2020-10-14

摘要: 针对加工时间不确定的柔性作业车间调度问题,利用三角模糊数表征相关的时间参数并提出了一种混合量子粒子群算法进行求解,在充分发挥量子粒子群算法全局搜索能力的基础上,设计了边界修正与协作更新策略增加其搜索效率,同时使用交叉算子和路径重连技术直接对优秀粒子所映射的工序编码操作,弥补了大多数连续算法在求解离散问题时深度发掘能力不足的弊端。通过5个经典的测试算例以及光纤制造车间的实例分析,说明所提方法在寻优效率上要高于原始的量子粒子群算法和另外3种近期文献中的算法,具有较好的实际运用价值。

关键词: 模糊柔性作业车间, 最大模糊完工时间, 三角模糊数, 量子粒子群算法, 路径重链技术

Abstract: To solve the flexible job shop scheduling problem of uncertain processing time, triangular fuzzy numbers are used to characterize the relevant time parameters and a Hybrid Quantum Particle Swarm Optimization (HQPSO) is proposed. On the basis of making full use of the global search capability of Quantum Particle Swarm Optimization, the search efficiency is increased by designing a boundary repair strategy and a cooperative update strategy. Meanwhile, the cross-operator and path relinking technique are used to in the operation sequence mapped by the excellent particles, which makes up the disadvantages of the insufficient ability of deeply exploration of the most continuous algorithms when solving discrete problems. Five classic test examples and an instance of an optical fiber manufacturing workshop are analyzed and show that the proposed method is better than the original QPSO and three other algorithms mentioned in recent literature and has good practical value.

Key words: fuzzy flexible job shop, maximum fuzzy completion time, triangular fuzzy number, quantum particle swarm optimization, path relinking technique

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