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Intelligent fault diagnosis methodology of hydraulic traveling system for construction machinery

机译:工程机械液压行走系统智能故障诊断方法

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This paper established a simulation platform of intelligent fault diagnosis of traveling hydraulic system for multi-axle driving construction machinery using AMESim software. The corresponding parameter variations under the fault condition can be simulated by changing the parameters of related components in the simulation model, then the system response while the fault can be calculated so that fault sample data can be generated to train the Neural Network. Based on MATLAB, the fault diagnosis process was realized and the knowledge base was established. The simulation results illustrates that this method has the better precision, and can be used to realize the intelligent fault diagnose of traveling hydraulic system for construction machinery.
机译:本文利用AMESim软件建立了多轴驱动工程机械行进液压系统智能故障诊断仿真平台。通过改变仿真模型中相关组件的参数,可以对故障条件下的相应参数变化进行仿真,然后在计算出故障的同时对系统进行响应,从而生成故障样本数据来训练神经网络。基于MATLAB,实现了故障诊断过程,并建立了知识库。仿真结果表明,该方法具有较高的精度,可用于工程机械行进液压系统的智能故障诊断。

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