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Representing and matching simulation cases: A case-based reasoning approach

机译：表示和匹配模拟案例：基于案例的推理方法

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摘要

Simulation modelling is a complex decision-making process that involves the processing of various knowledge and information within a context defined by specific application. Building a "good" simulation model has been heavily reliant on the skill and experience of human expert, which has become one of the most expensive and limited resources in market competition. Case-based reasoning (CBR) can be used to effectively solve problems in ill-defined domains where operations specific knowledge and information are processed in a contextual manner such as simulation modeling. This paper addresses some of the basic issues in applying CBR to improve simulation modeling, with emphasis on knowledge or case representation, case indexing, and case matching. Numerical examples and experimental studies were conducted to verify and validate the concepts and model/algorithms developed. The results showed the effectiveness and applicability of proposed method.
机译：仿真建模是一个复杂的决策过程，涉及在特定应用程序定义的上下文中处理各种知识和信息。建立“良好”的仿真模型在很大程度上依赖于人类专家的技能和经验，这已成为市场竞争中最昂贵，资源最有限的资源之一。基于案例的推理（CBR）可用于有效解决未明确定义的领域中的问题，在这些领域中，以仿真建模等上下文方式处理特定于操作的知识和信息。本文讨论了应用CBR改进仿真建模的一些基本问题，重点是知识或案例表示，案例索引和案例匹配。进行了数值算例和实验研究，以验证和验证所开发的概念和模型/算法。结果表明了该方法的有效性和适用性。

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  • 来源
    《Computers & Industrial Engineering》 |2010年第1期|115-125|共11页
  • 作者

    Ming Zhou; Zhimin Chen; Wenjing He; Xu Chen;

  • 作者单位

    Center for Systems Modeling and Simulation, Indiana State University, Terre Haute, IN 47809, USA;

    rnCollege of Management, Shen Zhen University, Shen Zhen, Guangdong 518060, PR China;

    rnCollege of Management, Shen Zhen University, Shen Zhen, Guangdong 518060, PR China;

    rnSchool of Management, University of Electronics Science & Technology, Chendu, Sichuan 610054, PR China;

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

    simulation; conceptual modelling; case-based reasoning;

    机译：模拟;概念建模;基于案例的推理;

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