计算机集成制造系统 ›› 2016, Vol. 22 ›› Issue (第4期): 972-980.DOI: 10.13196/j.cims.2016.04.011

• 产品创新开发技术 • 上一篇    下一篇

求解第Ⅰ类双边装配线平衡问题的改进离散人工蜂群算法

李梓响,唐秋华+,张利平,郑鹏   

  1. 武汉科技大学机械自动化学院
  • 出版日期:2016-04-30 发布日期:2016-04-30
  • 基金资助:
    国家自然科学基金资助项目(51275366,51305311);高等学校博士学科点专项科研基金资助项目(20134219110002);中国博士后科学基金资助项目(2013M542073)。

Improved discrete artificial bee colony algorithm for type I two-sided assembly line balancing problem

  • Online:2016-04-30 Published:2016-04-30
  • Supported by:
    Project supported by the National Natural Science Foundation,China(No.51275366,51305311),the Specialized Research Fund for the Doctoral Program of Higher Education,China(No.20134219110002),and the China Postdoctoral Science Foundation,China(No.2013M542073).

摘要: 基于第I类双边装配线平衡具有的离散性、序列相关性,提出一种改进离散人工蜂群求解算法。在算法设计中,增加启发式目标以凸现优质蜜源,安排雇佣蜂进行交叉操作以拓展搜索空间,利用观察蜂进行变邻域搜索以强化局部寻优。为消减由方向约束和优先关系约束导致的空闲时间,提出一种融合工位—操作选择策略的解码方法。通过3种不同解码方式、7种现有智能算法的对比实验表明,基于工位—操作选择的解码方法有效消除了空闲时间,所提算法获得了所有当前最好解,且发现了两个新的全局最优解。

关键词: 双边装配线平衡, 离散人工蜂群算法, 变邻域搜索, 工位选择策略, 操作选择策略

Abstract: Aiming at the discreteness and sequence correlation of type-I two-sided assembly line balancing,an improved Discrete Artificial Bee Colony (DABC) algorithm was proposed.In this algorithm,new heuristic objective was added as new nectar,the employed bees was arranged to make crossover operator to expand search space,and the onlooker bees was utilized to do variable neighbor search to enhance local search.In addition,an improved station-task decoding method was put forward to reduce idle times due to direction and precedence constraints.In this decoding method,the station selection strategy chose the side with larger capacity to balance the workload on the two sides of a current mated-station,while task selection strategy selected the tasks which didnt result in idle time at first so as to reduce sequence-dependent idle time.The comparison among three different decoding schemes proved that the proposed decoding scheme could reduce idle time effectively.By comparing with seven recent meta-heuristics,DABC algorithm found all the current best solutions and two new optimal solutions.

Key words: two-sided assembly line balancing, discrete artificial bee colony algorithm, variable neighbor search, station selection strategy, task selection strategy

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