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Application of fuzzy neural network to the nuclear power plant in process fault diagnosis

Application of fuzzy neural network to the nuclear power plant in process fault diagnosis
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摘要 The fuzzy logic and neural networks are combined in this paper,setting up the fuzzy neural network (FNN); meanwhile, the distinct differences and connections between the fuzzy logic and neural network are compared. Furthermore, the algorithm and structure of the FNN are introduced. In order to diagnose the faults of nuclear power plant, the FNN is applied to the nuclear power plant, and the intelligence fault diagnostic system of the nuclear power plant is built based on the FNN . The fault symptoms and the possibility of the inverted U-tube break accident of steam generator are discussed. In order to test the system’s validity, the inverted U-tube break accident of steam generator is used as an example and maoy simulation experiments are performed. The test result shows that the FNN can identify the fault. The fuzzy logic and neural networks are combined in this paper, setting upthe fuzzy neural network (FNN ) ; meanwhile, the distinct differences and connections between thefuzzy logic and neural network are compared. Furthermore, the algorithm and structure of the FNN areintroduced. In order to diagnose the faults of nuclear power plant, the FNN is applied to thenuclear power planl, and the intelligence fault diagnostic system of the nuclear power plant isbuilt based on the FNN . The fault symptoms and the possibility of the inverted U-tube breakaccident of steam generator are discussed. In order to test the system' s validity, the invertedU-tube break accident of steam generator is used as an example and many simulation experiments areperformed. The test result shows that the FNN can identify the fault.
出处 《Journal of Marine Science and Application》 2005年第1期34-38,共5页 船舶与海洋工程学报(英文版)
基金 SupportedbyBasicResearchFoundationbyCommissionofScienceTechnologyandIndustryforNationalDefense(No.4010202010203)
关键词 神经网络 模糊逻辑 核动力装置 故障诊断 neural networks fuzzy logic fuzzy neural network (FNN) inverted U-tube nuclear power plant
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参考文献4

  • 1[1]JIAO L C. The theory of neural networks system[M].Xi'an: Xidian University Press, 1990 (in Chinese).
  • 2[2]LI B. The research on fuzzy neural network based on BP algorithm[J]. Shanghai Aerospace, 1995, 4: 8-12 (in Chinese).
  • 3[3]TIMO Sorsa, NEIKKIN Koivo. Application of artificial neural network in process fault diagnosis[J]. Automatic, 1993, 29(4): 843-849.
  • 4周松,戴景明,张志俭.核电站模拟器就地系统的实现[J].核动力工程,2002,23(4):87-90. 被引量:3

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