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题名: 基于MOABC/D的铜板带熔铸作业调度优化
其他题名: Melting and casting scheduling optimization in copper strip industry based on MOABC/D
作者: 晏晓辉 ; 朱云龙 ; 张浩
作者部门: 信息服务与智能控制研究室
关键词: 熔铸作业 ; 调度优化 ; MOABC/D算法
刊名: 计算机集成制造系统
ISSN号: 1006-5911
出版日期: 2013
卷号: 19, 期号:10, 页码:528-2535
收录类别: EI ; CSCD
产权排序: 1
摘要: 在对铜板带熔铸作业调度问题深入研究的基础上,建立了该问题最小化生产周期和总延时惩罚的多目标优化模型。结合基于分解的多目标进化算法框架和人工蜂群算法的邻域搜索策略,提出一种基于分解的人工蜂群算法对该模型进行优化求解,并结合实际问题的决策偏好,采用基于模糊集合理论的选优方法对非劣解进行排序。实例仿真表明,所提算法优于其他两种对比算法,能为调度人员优化决策提供有力依据。
英文摘要: Based on the studies of melting and casting scheduling optimization in copper strip industry, a multi objective model is established, which takes into account minimizing the production time and total delay punishment comprehensively. A Multi Objective Artificial Bee Colony/Decomposition (MOABC/D) algorithm was proposed to solve the model. The algorithm uses the framework of Multi Objective Evolutionary Algorithm/ Decomposition (MOEA/D) and the neighborhood search strategies of Artificial Bee Colony (ABC) algorithm. Furthermore, a Pareto solutions sorting approach based fuzzy set theory is employed. The results show that the proposed MOABC/D algorithm is superior to the other two comparison algorithms and can provide evidences for the decision maker in scheduling optimization.
语种: 中文
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内容类型: 期刊论文
URI标识: http://ir.sia.cn/handle/173321/14685
Appears in Collections:信息服务与智能控制技术研究室_期刊论文

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