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故障诊断中模糊神经网络的应用研究 被引量:1

The Research about the Application to the Fault Diagnosis with the Fuzzy Neural Network
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摘要 文章给出了利用模糊神经网络诊断故障的数学模型、基本原理、方法、步骤 ,和模糊网络的学习流程 ,并利用梯度法推导出两种诊断算法 ;在对某发动机滑油典型故障样本的仿真过程中 ,结果完全正确 ,对非样本故障的仿真 ,准确率达 90 % . The paper gives the mathematic model, basic principle, method, procedure, and the study flow for fault diagnosis with the fuzzy neural network, it offers two fuzzy diagnosis algorithm with the gradient method. The Engine Lubricating Oil fault diagnosis to the typical samples are simulated, the results are completely correct, to the nontypical samples the veracity reaches 90%.
出处 《数学的实践与认识》 CSCD 北大核心 2004年第12期8-12,共5页 Mathematics in Practice and Theory
关键词 模糊神经网络 模糊网络 仿真 诊断故障 诊断算法 故障诊断 梯度法 学习流程 文章 过程 fault diagnosis neural network fuzzy algorithm fuzzy neural network
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参考文献5

  • 1Frank P M, et al. New develop ment using AI in fault diagnosis[J]. Engng Applic Artif Intell, 1997, 10(1): 3-14.
  • 2Tang T H, Liu Y J, Li J R, et al. ANN-based fault diagnosis method with a combined BP algorithm[J]. In: Proc of UKACC Int Conf ON Control, 1996, 2: 861-866.
  • 3Venkatasubramanian V, Vaidyanathan R, Yamamoto Y. Process fault detection and diagnosis using neural networksI-Steady-state process[J]. Computers Chem Enging, 1990, 14(7): 699-712.
  • 4Jie Zhang, Julian Morris. Process modelling and fault diagnosis using fuzzy neural networks[J]. Fuzzy Sete and Systems, 1996, 79: 127-140.
  • 5王正武.基于神经网络--模糊推理的歼机故障诊断[C].武汉:华中科技大学硕士论文,2002.

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