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Elman神经网络在高压电力计量系统故障诊断中的应用
引用本文:赵建军,张月阳,梁威. Elman神经网络在高压电力计量系统故障诊断中的应用[J]. 电测与仪表, 2014, 51(13)
作者姓名:赵建军  张月阳  梁威
作者单位:河南大学先进控制与智能信息处理研究所;
基金项目:国家自然科学基金资助项目(61174112)
摘    要:利用Elman神经网络自适应性强的优势,将其应用于高压电力计量系统故障诊断中。对计量系统的8个运行参数提取故障信息作为网络的输入值,以4位二进制数表示正常情况和9种主要故障类型,用采集得到的样本对网络进行训练,并选取4种故障类型进行网络测试,结果表明,Elman神经网络模型对高压电力计量系统故障有很好的辨识和诊断效果。

关 键 词:高压电力计量系统  故障诊断  Elman神经网络  采集样本
收稿时间:2013-10-09
修稿时间:2014-04-14

Application of Elman Neural Network in the Fault Diagnosis of High Voltage Electric Power Metering System
ZHAO Jian-jun,ZHANG Yue-yang and LIANG Wei. Application of Elman Neural Network in the Fault Diagnosis of High Voltage Electric Power Metering System[J]. Electrical Measurement & Instrumentation, 2014, 51(13)
Authors:ZHAO Jian-jun  ZHANG Yue-yang  LIANG Wei
Affiliation:Henan University,Henan University,Henan University
Abstract:With the advantage of strong self-adaptation, Elman neural network is applied to the fault diagnosis of high voltage electric power metering system.Firstly we extract information of the 8 operation parameters of metering system as input values of the neural network, and use 4-bit binary number to represent the normal circumstance and 9 main types of failures, then we collect samples to train Elman network and select 4 types of failures to test the network, The results show that the Elman network model can effectively diagnose the fault of high voltage electric power metering system.
Keywords:high voltage electric power metering system  fault diagnosis   Elman neural network   collect samples
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