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三层感知器算法的改进及其在故障诊断中的应用
引用本文:陈长征,白秉三,虞和济. 三层感知器算法的改进及其在故障诊断中的应用[J]. 振动、测试与诊断, 2000, 20(1): 19-23
作者姓名:陈长征  白秉三  虞和济
作者单位:1. 沈阳工业大学建筑工程系,沈阳,110023
2. 东北大学设备诊断工程中心,沈阳,110006
摘    要:详细讨论了三层感知器算法的改进及其在汽轮机故障诊断中的应用,即对网络进行逐层优化,用这种方法训练三层感知器网络,网络收速度加快,在此基础上对某厂的汽轮机故障进行了诊断,结果表明,该方法能正确地诊断出存在的故障,具有一定的实用价值。

关 键 词:故障诊断 汽轮发电机 感知器 BP算法 改进

Improved Algorithm for Three-Layer Perceptrons and Its Application to Fault Diagnosis
Chen Changzheng,Bai Bingsan,Yu Heji. Improved Algorithm for Three-Layer Perceptrons and Its Application to Fault Diagnosis[J]. Journal of Vibration,Measurement & Diagnosis, 2000, 20(1): 19-23
Authors:Chen Changzheng  Bai Bingsan  Yu Heji
Abstract:An improved algorthm for the three layer perceptrons and its application to the fault diagnosis of a turbogenerator are presented in the paper.The basic idea of the algorithm is to train the networks by use of layer by layer optimization technique to speed up the convergence of the networks.The result of a practical application of the algorithm to the fault diagnosis of a turbogenerator shows that an exact diagnosis of the fault can be made by the method.
Keywords:networks fault diagnosis turbogenerator perceptrons
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