系统仿真学报 ›› 2017, Vol. 29 ›› Issue (3): 630-638.doi: 10.16182/j.issn1004731x.joss.201703022

• 仿真应用工程 • 上一篇    下一篇

改进和声搜索算法在硫化车间调度中的应用

吴龙成, 黄松, 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,无锡 214122
  • 收稿日期:2016-08-01 修回日期:2016-09-09 出版日期:2017-03-08 发布日期:2020-06-02
  • 作者简介:吴龙成(1990-),男,湖北随州,硕士,研究方向为控制工程及应用;黄松(1984-),男,湖北随州,博士,研究方向为智能优化算法、智能控制。
  • 基金资助:
    国家自然科学基金(61572238),江苏省杰出青年基金(BK20160001)

Improved Harmony Search Algorithm in Application of Vulcanization Workshop Scheduling

Wu Longcheng, Huang Song, Wang Yan, Ji Zhicheng   

  1. Engineering Research Center of IoT Technology Applications Ministry of Education, Jiangnan University, Wuxi 214122, China
  • Received:2016-08-01 Revised:2016-09-09 Online:2017-03-08 Published:2020-06-02

摘要: 针对硫化车间生产调度环节分配不合理导致的机台利用率不高和生产效率低的问题,提出了一个改进的离散和声搜索(Improved Harmony Search,IHS)算法来优化硫化车间调度的最大完工时间。该算法包含个体记忆考虑过程、扰动搜索过程和竞争淘汰机制。在竞争淘汰机制中,用新解替换和声记忆库中对应的个体或最差解,更新和声记忆库,加速优胜劣汰的进程,使记忆库中每个个体更快速地向最优解方向靠近。通过MATLAB实验仿真,结果表明,IHS算法获得的结果要优于HS和PSO算法,在解决硫化车间调度问题有良好的性能,验证了该算法的有效性和可行性。

关键词: 离散优化算法, 和声搜索算法, 和声记忆库, 硫化车间调度

Abstract: For solving the problem of low productivity and low machine utilization caused by unreasonable assignment in tire vulcanizing process, an improved Discrete Harmony Search (Improved Harmony Search, IHS) Algorithm was proposed to optimize the maximum completion time of vulcanizing workshop scheduling. This algorithm has three processes including individual memory consideration process, disturbance search process and competitive selection mechanism. In the competitive selection mechanism, the corresponding individual in harmony memory or worst solution was replaced with new solution and harmony memory was updated. That strategy made each individual in memory more quickly fly to the optimal solution. The algorithm was simulated on MATLAB. The results show that IHS is superior to HS and PSO algorithm. This algorithm can efficiently solve the vulcanizing shop scheduling problem, and the analysis demonstrates the validity and feasibility of the algorithm.

Key words: Discrete optimization algorithm, Harmony search algorithm, Harmony memory, Vulcanization workshop scheduling

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