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基于MOABC/D的铜板带熔铸作业调度优化
  • ISSN号：1006-5911
  • 期刊名称：《计算机集成制造系统》
  • 时间：0
  • 分类：TP391[自动化与计算机技术—计算机应用技术;自动化与计算机技术—计算机科学与技术]
  • 作者机构：[1]中国科学院沈阳自动化研究所,辽宁沈阳110016, [2]中国科学院大学,北京100039
  • 相关基金：国家自然科学基金资助项目（61174164,61003208,61105067）. Project supported by the National Natural Science Foundation,China（No.61174164,61003208,61105067）.
作者： 晏晓辉[1,2], 朱云龙[1], 张浩[1,2]
关键词： 熔铸作业, 调度优化, MOABC, D算法, melting and casting, scheduling optimization, multi-objective artificial bee colony/decomposition algorithm
中文摘要：

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 problem in copper strip industry, a multi- objective optimization model for this problem＇s minimum production cycle and total delay punishment was established. By combining the framework of Multi Objective Evolutionary Algorithm/ Decomposition （MOEA/D） with the neigh- borhood search strategies of Artificial Bee Colony （ABC） algorithm, a Multi Objective Artificial Bee Colony/ De- composition （MOAIK2/D） algorithm was proposed to solve this model. Furthermore, a Pareto solutions sorting ap- proach based on fuzzy set theory was employed. The simulation result showed that the proposed MOABC/D algo- rithm was superior to the other two comparison algorithms and could provide evidences for the decision maker in scheduling optimization.

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期刊信息
  • 《计算机集成制造系统》
  • 北大核心期刊（2011版）
  • 主管单位:中国兵器工业集团公司
  • 主办单位:中国兵器工业第210研究所
  • 主编：杨海成
  • 地址：北京市海淀区车道沟10号北京2413信箱34分箱
  • 邮编：100089
  • 邮箱：986127464@qq.com
  • 电话：010-68962468
  • 国际标准刊号：ISSN：1006-5911
  • 国内统一刊号：ISSN：11-5946/TP
  • 邮发代号:82-289
  • 获奖情况:
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  • 被引量:25379