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Detection and application of breaking of automobile mechanical transmission rod based on ant colony algorithm

机译:基于蚁群算法的汽车机械传动杆断裂检测与应用

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The automobile transmission is the core component of the automobile transmission system.Extracting effective fault feature information from a complex mechanical device like a car transmissionis the key to fault diagnosis. In this paper, the vibration signals of the normal transmissionand different faulty transmissions are collected through experiments, and the weak fault featureextraction of automobile transmission gears is based on the combination of Teager energy operatordemodulation method and empirical mode decomposition method. Finally, the theory of SVMand its application in fault diagnosis are introduced. Based on the cross-validation method, thegrid search method and particle swarm optimization algorithm are used to search and optimizethe important parameters in the SVMmodel to improve the performance of the SVMclassifier.
机译:汽车变速箱是汽车变速箱系统的核心组件。 r n从复杂的机械设备(如汽车变速箱)中提取有效的故障特征信息,是故障诊断的关键。本文通过实验收集了正常变速箱 r n和不同故障变速箱的振动信号,并基于Teager能量算子 r n解调方法结合了汽车变速箱的弱故障特征 r nexttraction。和经验模式分解方法。最后,介绍了支持向量机的原理及其在故障诊断中的应用。基于交叉验证方法,使用 n nrid搜索方法和粒子群优化算法对SVM模型中的重要参数进行搜索和优化,以提高SVM分类器的性能。

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