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Vibration analysis for fault detection of automobile engine using PCA technique

机译:利用PCA技术进行汽车发动机故障检测的振动分析

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Today condition monitoring using vibration analysis is not only used for simple proposes like bearings and gears fault detection but also it is used in hybrid motors and cars in automobile industry for detecting or anticipating faults. The main aim of this paper is using vibration analysis in automobile industry to detect and categorize faults appeared due to poppet valve clearance and incomplete combustion sometimes called misfiring phenomenon in internal combustion engine. So we used four accelerometers on OHV engine body for registering vibration signals. Then using PCA technique acquiring data were investigated. At the end we succeeded to classify and detect faults with a high ratio of efficiency.
机译:如今,使用振动分析进行状态监测不仅用于简单的建议,例如轴承和齿轮故障检测,而且还用于汽车行业的混合动力汽车和汽车中,用于检测或预测故障。本文的主要目的是在汽车工业中使用振动分析来检测和分类由于提升阀间隙和不完全燃烧(有时称为内燃机不点火现象)而出现的故障。因此,我们在OHV发动机机体上使用了四个加速度计来记录振动信号。然后利用PCA技术对数据进行了研究。最后,我们成功地以高效率比率对故障进行分类和检测。

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