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基于T-S模糊神经网络的汽车故障诊断的研究 被引量:3

The Vehicle Fault Diagnosis Research Based on T-S Model Fuzzy Neural Network
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摘要 该文根据模糊神经网络的特性结合汽车故障诊断的技术,根据监控排放标准,采用个人手持式故障诊断仪获取数据流,T-S模糊逻辑与神经网络结合,训练模糊神经网络,进行故障诊断。使用误差反馈算法和模糊理论训练神经网络,根据训练完成的T-S模型对汽车防抱死系统故障进行诊断。体现了其诊断的准确性强和适用性广的特性。 This paper is based on fuzzy neural network and fault diagnosis of automobile technology,according to the standard of OBDII,using personal handheld fault diagnosis instrument(PHFDI) to get the data flow,combining T-S fuzzy logic and neural networks,to train fuzzy neural networks,to achieve the fault diagnosis.Using the BP algorithm and fuzzy theory trains the neural network.Then T-S model neural network which be training completed diagnose the ABS of vehicle.It not only improves the accuracy of diagnosis,but also expands the scope of diagnosis.
出处 《杭州电子科技大学学报(自然科学版)》 2012年第2期41-44,共4页 Journal of Hangzhou Dianzi University:Natural Sciences
基金 浙江省科技厅科技计划资助项目(C21142)
关键词 模糊神经网络 故障诊断 误差反馈 隶属函数 fuzzy neural network fault diagnosis error feedback membership function
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参考文献5

  • 1Liu Guifen. The research on automobile safety control system based on fuzzy neural network[ J]. Journal of Liaoning Insti- tute of Technology, 2008,28 (3) : 153-155.
  • 2He Yong, LiZengfang. The research and application of intelligent fault diagnosis methods [ J ]. Journal of Zhejiang Univer- sity , 2003, 29 (2) : 119 - 224.
  • 3Takagi T, Sugeno. Fuzzy identification of systems and its application to modelling andcontrol [ J ] . IEEE Trans Syst Man and Cybern ,1985 ,15 (1) :116-132.
  • 4Kher S, Chande P K, Sharma P C. Automobile engine fault diagnosis using neural network [ J ]. Intelligent transportation systems conference proceedings, 2001,29 (8) : 492 - 495.
  • 5Stoeva S. A fuzzy back - propagation algorithm [ J ]. Fuzzy Sets and Systems ,2000,112 (3) :27 - 39.

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