An Adaptive Noise Reduction Method Based on Improved Dislocation Superposition Method for Abnormal Noise Fault Component of Automotive Engine

叠加原理 噪音(视频) 断层(地质) 小波 信号(编程语言) 降噪 算法 背景噪声 声学 计算机科学 工程类 控制理论(社会学) 数学 人工智能 物理 数学分析 图像(数学) 地质学 地震学 程序设计语言 控制(管理)
作者
Jiaoyi Hou,Pengwei Guo,Aoyu Xu,Dayong Ning,Shengtao Chen,Zengmeng Zhang,Yongjun Gong,Yinglong Chen,Hao Tian,Hongwei Du
出处
期刊:Shock and Vibration [Hindawi Limited]
卷期号:2021: 1-14 被引量:1
标识
DOI:10.1155/2021/6998232
摘要

The acoustic signal generated by mechanical motion contains the information of its motion state, but when the signal-to-noise ratio (SNR) is low, the accuracy of real-time monitoring mechanical motion state by the acoustic signal is low. This study proposes an adaptive noise reduction method based on the dislocation superposition method (DSM), which can realize the adaptive noise reduction and the extraction of fault a component from the automobile engine abnormal noise signal of low SNR. Firstly, the wavelet coefficients of engine abnormal noise signal are obtained by continuous wavelet transform (CWT), and the fault feature points of the abnormal noise signal in each period are extracted by setting hard threshold function, window function, and feature points extraction algorithm. Then, the signal segments containing fault components are obtained by using the position of feature points to extend the length of the fault component forward and backward, respectively, and Pearson’s correlation is calculated by traversal to determine the starting superposition point of each signal segment containing fault components. Finally, the signal segments of the odd group and even group are selected for superposition calculation. When the superposition stop condition is not satisfied, the number of superpositions increased until the stop condition is satisfied, and the superposition signal can be used as a fault component. The experimental results show that, compared with the improved DSM, this method has a good effect on the noise reduction and extraction of fault components of automobile engine cylinder knocking fault, and the effectiveness of this method is verified. This method is used to reduce the noise and extract the fault components of automobile engine cylinder missing fault and knock fault, and good results are obtained.

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