基于模糊BP网络的自动变速器故障自诊断系统

Wang Xueyuan
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引用次数: 1

摘要

根据故障自诊断系统的设计流程和自动变速器系统的特点,给出了故障症状与故障原因之间的关系表和映射图。应用基于模糊神经网络的故障自诊断方法,实现了自动变速器电子控制系统的故障诊断。本文介绍了模糊神经网络的结构及其相应的学习方法和训练样本的预处理策略。以MATLAB为仿真平台,利用神经网络工具箱对该故障诊断方法进行了仿真。仿真结果表明了该方法的有效性和实用性。
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Fault self-diagnosis system of automatic transmission based on fuzzy BP network
According to the design procedure of fault self-diagnosis system and features of automatic transmission system, the list of relation and mapping between fault symptoms and fault causes are made in this paper. Applying the approach of fault self-diagnosis based on fuzzy neural network, fault diagnosis of the automatic transmission electronic control system is realized. The structure of fuzzy neural network and its corresponding learning method and pretreating strategy about the training samples are introduced in this paper. Using MATLAB as simulation platform, this fault diagnosis method is simulated with neural networks toolbox. The simulation results show that this fault diagnosis approach is effective and applied.
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