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基于案例推理的化工园区应急资源需求预测 被引量:1

Emergency resources demand prediction in chemical industry park based on case-based reasoning
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摘要 为确定化工园区突发事故的应急资源需求,提出了一种基于案例推理的化工园区应急资源需求预测方法。该方法主要由三部分组成:(1)基于案例推理的模型构建;(2)化工园区事故的案例描述;(3)基于人工神经网络的案例适应。最后,以石化园区火灾爆炸事故的应急资源需求预测验证该方法的有效性。研究表明,该方法可以实时地对化工园区应急资源需求进行预测,为化工园区的应急资源储备和配置提供支持。 In order to determine the emergency resources demand of the chemical industry park,a case-based reasoning(CBR)method for the emergency resources demand prediction of the chemical industry park was proposed.The method consists of three parts:(1)Model construction based on case-based reasoning;(2)Case representation of the accident that occurs in the chemical industry park;(3)Case adaptation based on the artificial neural network.Finally,the validity of this method is verified by the prediction of emergency resources demand for fire and explosion accidents in petrochemical parks.The research shows that the proposed method can predict the emergency resource demand of chemical industry park in real time,and provide support for the emergency resource reserve and allocation of chemical industry park.
作者 王自龙 蒋勇 WANG Zilong;JIANG Yong(State Key Laboratory of Fire Science,University of Science and Technology of China,Hefei 230026,China)
出处 《火灾科学》 CAS CSCD 北大核心 2020年第4期253-260,共8页 Fire Safety Science
基金 国家重点研发计划(2016YFC0801505)。
关键词 化工园区 应急资源需求 案例推理 人工神经网络 Chemical industry park Emergency resources demand Case-based reasoning Artificial neural network
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  • 1姜丽红,刘豹.案例推理在智能化预测支持系统中的应用研究[J].决策与决策支持系统,1996(4):63-69. 被引量:27
  • 2宋元宁,于立友,李彩霞.TNT当量法预测某石化设备爆炸后果评价[J].中国安全生产科学技术,2005,1(3):66-68. 被引量:38
  • 3LIU Mao(刘茂),WU Zongzhi(吴宗之).The introduction to emergency rescue management—the emergency rescue system and plan(应急救援概论——应急救援系统及计划)[M].Beijing:Chemical Industry Press,2004.
  • 4ROGER C S,DAVID B L.Creativity and learning in a case—based explainer[J].AI,1989,40:353-385.
  • 5KOLODNER J L.An introduction to case-based reasoning[J].Artificial Intelligence Review,1992,6:3-34.
  • 6AAMODT A,PLAZA E.Case-based reasoning:foundational issues,methodological variations,and system approaches[J].AI Communications,1994,7(1):39-59.
  • 7MANSAR S L,MARIR F,REIJERS H A.Case-based reasoning as a technique for knowledge management in business process redesign[J].Electronic Journal on Knowledge Management,2003,1(2):113-124.
  • 8ZHANG Mingxi(孙明玺),WU Junqing(吴俊卿),AI Guoqiang(艾国强),et al.Practical prediction technique and case analysis(实用预测技术与案例分析)[M].Beijing:Science,Technique & Document Publishing House,1993.
  • 9ZHANG Youwei(张有为).The mathematical methods of forecasting(预测的数学方法)[M].Beijing:National Defense Industrial Press,1991.
  • 10YANGXianqi(杨先奇) LIJianyang(李建洋) LANTiancai(兰添才) etal.Researches on a application of case-based reasoning in decision science.华东理工大学学报:自然科学版,2008,31(12):187-191.

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