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A case-based knowledge system for safety evaluation decision making of thermal power plants

机译:基于案例的知识系统,用于火力发电厂安全评估决策

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摘要

Safety assessment of thermal power plants (TPP) is an important means to ensure the safety of production in thermal power production enterprises. Modern information technology can play an important role in TPP safety assessment. The evaluation of power plant systems relies, to a large extent, on the knowledge and experience of the experts undertaking the task. Case-based reasoning (CBR) is introduced for the safety assessment of TPP since it models expertise through experience management. This paper provides a case-based approach for the Management System safety assessment decision making of TPP (MSSATPP). We introduce a case matching method named CBR-Grey, which integrates the Delphi approach and grey system theory. Based on this method, we implement a prototype of case-based knowledge system (CBR-SYS-TPP) for the evaluation decision making of the panel of experts. Our experimental results based on a real-world TPP safety assessment data set show that CBRSYS-TPP has high accuracy and systematically good performance.
机译:火电厂安全评估(TPP)是确保火电厂生产企业安全生产的重要手段。现代信息技术可以在TPP安全评估中发挥重要作用。电厂系统的评估在很大程度上取决于承担任务的专家的知识和经验。基于案例的推理(CBR)被引入TPP的安全性评估,因为它通过经验管理对专业知识进行建模。本文为TPP(MSSATPP)管理系统安全评估决策提供了一种基于案例的方法。我们介绍了一种名为CBR-Grey的案例匹配方法,该方法结合了Delphi方法和灰色系统理论。基于此方法,我们实现了基于案例的知识系统(CBR-SYS-TPP)的原型,用于专家小组的评估决策。基于现实世界中TPP安全评估数据集的实验结果表明,CBRSYS-TPP具有较高的准确性和系统良好的性能。

著录项

  • 来源
    《Knowledge-Based Systems》 |2012年第2012期|p.185-195|共11页
  • 作者单位

    School of Management at Hefei University of Technology, Hefei, Anhui 230009, PR China,Key Laboratory of Process Optimization and Intelligent Decision-Making of Ministry of Education of China, Hefei, Anhui 230009, PR China;

    School of Management at Hefei University of Technology, Hefei, Anhui 230009, PR China,Department of Computer Science at University of Illinois at Chicago, Chicago, IL 60607, USA,Engineering Research Center of Intelligent Decision-Making and Information System Technology of Ministry of Education of China, Hefei, Anhui 230009, PR China;

    Institute of Technology at University of Washington, Tacoma, WA 98402, USA;

    School of Management at Hefei University of Technology, Hefei, Anhui 230009, PR China,Engineering Research Center of Intelligent Decision-Making and Information System Technology of Ministry of Education of China, Hefei, Anhui 230009, PR China,Key Laboratory of Process Optimization and Intelligent Decision-Making of Ministry of Education of China, Hefei, Anhui 230009, PR China;

    Department of Computer Science at University of Wisconsin at Milwaukee, Milwaukee, WI 53201, USA;

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

    thermal power plants safety evaluation; knowledge-based system; case-based reasoning; intelligent decision support system; grey system theory;

    机译:火电厂安全评估;基于知识的系统;基于案例的推理;智能决策支持系统;灰色系统理论;

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