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模拟电路故障诊断的BP神经网络方法研究
引用本文:孙必伟,潘强.模拟电路故障诊断的BP神经网络方法研究[J].现代电子技术,2011,34(14):148-150,153.
作者姓名:孙必伟  潘强
作者单位:海军工程大学电子工程学院,湖北,武汉,430033
摘    要:BP网络是模拟电路故障诊断中应用十分广泛的一种神经网络。针对传统BP算法的误差下降缓慢,调整时间长,甚至容易陷入局部极小点而不能自拔等局限性,提出用弹性算法与BP网络相结合的方法,并结合某型雷达装备的具体电路,运用该方法建模、仿真。实验结果表明,采用弹性算法结合后的BP网络误差收敛稳定,训练速度快,在克服传统BP算法的局限性上效果显著,为新型雷达装备的故障诊断和维修提供了一种方法,具有特定的实用意义。

关 键 词:BP神经网络  弹性算法  模拟电路  故障诊断

Research on BP Neural Network Method of Fault Diagnosis for Analog Circuits
SUN Bi-wei,PAN Qiang.Research on BP Neural Network Method of Fault Diagnosis for Analog Circuits[J].Modern Electronic Technique,2011,34(14):148-150,153.
Authors:SUN Bi-wei  PAN Qiang
Affiliation:SUN Bi-wei,PAN Qiang(Electronic Engineering College,Navy University of Engineering,Wuhan 430033,China)
Abstract:The BP network is a neural network which is widely used in fault diagnosis for analog circuits.Due to the disadvantages of the BP traditional algorithm that the error is dropped slowly,the adjustment time is long,and even is easily to fall into local minimum and unable to extricate themselves and so on,a method of combining resilient arithmetic with BP network is proposed.Then the modeling and simulation are performed with a certain type of radar equipment in the specific circuit.Experimental results show t...
Keywords:BP neural network  resilient arithmetic  analog circuits  fault diagnosis  
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