考虑运输能力的精英群体蚁群间调度方法中具有衰老蚁群的人工蜂群

Dan Zheng, Hong Zheng, Dongni Li, Miao Li
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引用次数: 0

摘要

单元间转移使得在单元制造系统中创建独立单元的想法变得不可能,但对于企业降低成本至关重要。由于装备制造业的胞间运输问题不容忽视,本文研究了有限运输能力约束下的胞间调度问题,即零件调度与运输的集成问题。提出了一种精英群体中具有老化领袖的人工蜂群(ABC)方法。与基本的ABC算法不同的是,旁观蜂阶段采用了一种领先机制,即ALEG,这使得蜂群有更多的机会在有希望的区域进行搜索。以最小化总加权延迟为目标,本实验将ALEG和前文提出的两种领先机制分别应用于ABC。计算结果表明,本文提出的方法优于后一种方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An artificial bee colony with aging leader in the elite group approach for intercell scheduling considering transportation capacity
Intercell transfers make the idea of creating independent cells in cellular manufacturing systems impossible, but are essential for enterprises to reduce the costs. Because intercell transportation in the equipment manufacturing industry cannot be neglected, the problem of intercell scheduling with a limited transportation capacity constraint, which is essentially the integration of part scheduling and transportation, is addressed in this paper. An artificial bee colony (ABC) with aging leader in the elite group (ALEG) approach is proposed. Different from the basic ABC algorithm, a leading mechanism, namely ALEG is used in the onlooker bee phase, which provides the colony with more opportunities to search in promising regions. Aiming at minimizing the total weighted tardiness, the experiment is conducted by applying two leading mechanisms, i.e., ALEG and the one proposed in the previous study, to ABC, respectively. Computational results show that the proposed approach is better than the latter one.
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