| 引用本文: | 刘美瑶,雷德明.基于新型人工蜂群算法的分布式不相关并行机调度[J].控制理论与应用,2020,37(5):1080~1089.[点击复制] |
| LIU Mei-yao,LEI De-ming.New artificial bee colony for distributed unrelated parallel machine scheduling[J].Control Theory and Technology,2020,37(5):1080~1089.[点击复制] |
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| 基于新型人工蜂群算法的分布式不相关并行机调度 |
| New artificial bee colony for distributed unrelated parallel machine scheduling |
| 摘要点击 2612 全文点击 883 投稿时间：2019-04-14 修订日期：2019-09-18 |
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| DOI编号 10.7641/CTA.2019.90242 |
| 2020,37(5):1080-1089 |
| 中文关键词 预防性维修 人工蜂群算法 调度 种群划分 |
| 英文关键词 preventive maintenance artificial bee colony algorithm scheduling colony division |
| 基金项目 国家自然科学基金项目(61573264, 71471151)资助. |
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| 中文摘要 |
| 针对考虑预防性维修的分布式不相关并行机调度问题, 提出了一种新型人工蜂群算法(ABC)以最小化最大
完成时间. 为了获得高质量的计算结果, 该算法将整个种群划分为1个引领蜂群和3个跟随蜂群, 跟随蜂有自己的蜜
源且采用新方式跟随引领蜂, 4种蜂群运用彼此各异的搜索策略产生新解以增强种群多样性, 提出一种新策略处理
侦查蜂的搜索, 并利用优化数据更新整个种群. 通过大量仿真实验验证了新型ABC在求解所研究问题方面的有效
性和优势. |
| 英文摘要 |
| To deal with the distributed unrelated parallel machines scheduling problem (DUPMSP) with preventive
maintenance (PM), a new artificial bee colony (ABC) algorithm is proposed to minimize the maximum completion time.
To obtain new solutions with high quality, the whole population is divided into one employed bee colony and three onlooker
bee colonies. Each onlooker bee has its own food source and selects an employed bee using a novel way. In order to intensify
the diversity of the whole population, different search strategies are adopted in four bee colonies to generate new solutions.
A novel method is proposed to deal with the search of scout and the whole population is updated by using optimization data
obtained in the search process of ABC. A number of simulation experiments are conducted on a set of instances to test the
performance of the new ABC. The computational results demonstrate that the new ABC is effective and efficient to solve
the considered DUPMSP with PM. |