| 神经网络信息融合技术在控制系统故障诊断中的应用 |
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| 引用本文： | 方挺,葛芦生,陈飞,李悦社. 神经网络信息融合技术在控制系统故障诊断中的应用[J]. 安徽工业大学学报, 2004, 21(2): 171-174 |
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| 作者姓名： | 方挺 葛芦生 陈飞 李悦社 |
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| 作者单位： | 安徽工业大学,电气信息学院,安徽,马鞍山,243002;安徽工业大学,电气信息学院,安徽,马鞍山,243002;安徽工业大学,电气信息学院,安徽,马鞍山,243002;安徽工业大学,电气信息学院,安徽,马鞍山,243002 |
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| 摘 要： | 针对钢管修磨控制系统中存在的常见故障，构造了神经网络信息融合中心。对来自多传感器的残差信号进行了预处理和离散小波变换，提取其细节系数作为神经网络的故障特征向量，使用改进BP算法对神经网络分类器训练以进行相应的故障模式识别。仿真结果表明，基于神经网络的信息融合技术用于控制系统的故障诊断是可行的和有效的。
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| 关 键 词： | 故障诊断 信息融合 神经网络 小波变换 |
| 文章编号： | 1671-7872(2004)02-0171-04 |
| 修稿时间： | 2003-06-25 |
Application study on fault diagnosis of control system based on neural network information fusion |
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| FANG Ting,GE Lu -Sheng,CHEN Fei,LI YUE -She. Application study on fault diagnosis of control system based on neural network information fusion[J]. Journal of Anhui University of Technology, 2004, 21(2): 171-174 |
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| Authors: | FANG Ting GE Lu -Sheng CHEN Fei LI YUE -She |
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| Abstract: | In view of the fault that often appears in nonlinear system such as fixing s teel pipes,the information fusion pattern based neural network is constructed.The residual signal from multisensor is preprocessed an d dis-crete wavelet transformated,the detail coefficients are obtained as fa ult character vectors,neural netwo rk clas-sifier is trained to complete fault p attern recognition by modified BP algorithm.Simulation results reveal that the application of fault diagnosis of co ntrol system based on neural network information fusion is practical and effective. |
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| Keywords: | fault diagnosis information fusion neural networks wavelet transformation |
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