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基于坏场景集的抗风险鲁棒调度模型
  • ISSN号:0254-4156
  • 期刊名称:《自动化学报》
  • 时间:0
  • 分类:O224[理学—运筹学与控制论;理学—数学]
  • 作者机构:[1]上海大学机电工程与自动化学院,上海200072, [2]山东大学威海分校机电工程学院,威海264209
  • 相关基金:国家自然科学基金(60874076); 上海大学“机械制造与自动化”重点学科人才专项基金(A004-3-yj-1003)资助
中文摘要:

讨论了场景描述的不确定环境下的鲁棒调度模型.通过对传统不确定调度模型在追求优良性能的积极性和抗风险的保守性两方面对抗和均衡关系的透视和分析,建立了一种新的鲁棒调度模型.该模型的优化目标由平衡因子将期望性能和抗风险鲁棒度量组合而成.抗风险鲁棒度量基于坏场景集概念而定义,坏场景集中坏场景的数目可由一个基准性能来调节,当平衡因子或者基准性能变化时,构成一族鲁棒调度模型.一系列的定理阐明了本文提出的鲁棒调度模型族与传统不确定调度模型之间的关系,给出了该鲁棒调度模型有效的条件.仿真测试实验针对加工时间不确定的Job-shop调度问题进行,计算结果表明新模型在追求优良性能的积极性和抵抗风险的鲁棒性方面相对传统模型具有了更好的全面性和综合性,可以实现调度解在不同场景下的期望性能和抗风险鲁棒性的更好平衡.

英文摘要:

We discuss robust scheduling models under uncertain environments described by scenario approach. Using the insights revealed by the analysis of traditional uncertain scheduling models involving the conflicting and balancing twofold relevance, which are the motivation of pursuing better performance and the conservatism of resisting risk, we establish a kind of new robust scheduling model. The optimization objective combines expected performance and robustness measure with a balance factor. A risk-resisting robustness measure is defined based on the concept of bad-scenario set, in which the number of bad scenarios can be adjusted by a standard performance. Thus, a set of robust scheduling models is established as the balance factor or the standard performance varies. A series of theorems reveal the relationship among the set of new models proposed in this paper and traditional uncertain scheduling models. And the condition of effectiveness of robustness for the set of new models is proposed as a theorem. Furthermore, an extensive experiment was conducted for job-shop scheduling problems with uncertain processing time. The computational results provide evidence that the set of new models is more comprehensive and more integrated in terms of pursuing better statistic performance and resisting the risk of performance deterioration. Thus, the new model can realize better balance between expected performance and risk-resisting robustness, as comparied against existing uncertain scheduling models.

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期刊信息
  • 《自动化学报》
  • 中国科技核心期刊
  • 主管单位:中国科学院
  • 主办单位:中国自动化学会 中国科学院自动化研究所
  • 主编:王飞跃
  • 地址:北京东黄城根北街16号
  • 邮编:100717
  • 邮箱:aas@ia.ac.cn
  • 电话:010-64019820
  • 国际标准刊号:ISSN:0254-4156
  • 国内统一刊号:ISSN:11-2109/TP
  • 邮发代号:2-180
  • 获奖情况:
  • 1997年获全国优秀期刊奖,1985、1990、1996、2000年获中国科学院优秀期刊二等奖,2002年获国家期刊奖
  • 国内外数据库收录:
  • 美国数学评论(网络版),德国数学文摘,荷兰文摘与引文数据库,美国工程索引,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),中国北大核心期刊(2000版)
  • 被引量:27550