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A new solution algorithm for solving rule-sets based bilevel decision problems

机译:一种新的基于规则集的双层决策问题的求解算法

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摘要

Bilevel decision addresses compromises between two interacting decision entities within a given hierarchicalrncomplex system under distributed environments. Bilevel programming typically solves bilevel decisionrnproblems. However, formulation of objectives and constraints in mathematical functions is required, whichrnare difficult, and sometimes impossible, in real-world situations because of various uncertainties. Our studyrndevelops a rule-set based bilevel decision approach, which models a bilevel decision problem by creating,rntransforming and reducing related rule sets. This study develops a new rule-sets based solution algorithm tornobtain an optimal solution from the bilevel decision problem described by rule sets. A case study and a setrnof experiments illustrate both functions and the effectiveness of the developed algorithm in solving a bilevelrndecision problem.
机译:在分布式环境下,双层决策解决了给定层次复杂系统内两个交互决策实体之间的折衷问题。双层编程通常解决双层决策问题。但是,需要制定数学函数中的目标和约束条件,由于各种不确定性,在现实世界中这是困难的,有时甚至是不可能的。我们的研究开发了一种基于规则集的双层决策方法,该方法通过创建,变换和减少相关规则集来建模双层决策问题。这项研究开发了一种新的基于规则集的解决方案算法,以从规则集描述的双层决策问题中获得最优解。案例研究和setrnof实验说明了所开发算法在解决双水平决策问题上的功能和有效性。

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  • 来源
    《Concurrency, practice and experience》 |2015年第4期|830-854|共25页
  • 作者单位

    Centre for Quantum Computation and Intelligent Systems School of Software, Faculty of Information Technology,University of Technology, Sydney, PO Box 123, Broadway, NSW 2007 Australia;

    Department of Automation, Beijing University, Beijing, China;

    Centre for Quantum Computation and Intelligent Systems School of Software, Faculty of Information Technology,University of Technology, Sydney, PO Box 123, Broadway, NSW 2007 Australia;

    Key Laboratory of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China;

    Key Laboratory of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    rule sets; bi-level decision making; decision support systems; decision modelling; distributed environments;

    机译:规则集;双层决策;决策支持系统;决策模型;分布式环境;

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