Failure analysis of gear using continuous wavelet transform applied in the context of wind turbines

Morlet小波 振动 连续小波变换 涡轮机 背景(考古学) 小波 小波变换 计算机科学 灵敏度(控制系统) 声学 风力发电 信号(编程语言) 状态监测 结构工程 工程类 离散小波变换 机械工程 人工智能 电子工程 地质学 程序设计语言 古生物学 物理 电气工程
作者
Alexandre Medeiros,Raphael Cardoso,José Oliveira Júnior,Salete Martins Alves
出处
期刊:Proceedings of the Institution of Mechanical Engineers, Part J: Journal of Engineering Tribology [SAGE Publishing]
卷期号:238 (7): 860-868 被引量:2
标识
DOI:10.1177/13506501241235726
摘要

One of the main reasons for failure in the wind turbine is the wear between the gear teeth during the power conversion and changes in the rotation speed, which is also generally associated with changes in the lubrication regimes. In this sense, vibration and signal analysis are frequently used in predictive maintenance as they usually permit the identification of deviations in the proper functioning of the equipment. Thus, this work aims to apply the continuous wavelet transform (CWT) to correlate gear wear and vibration signals, using visual and straightforward analysis. An experimental setup of a gear system was used to analyze vibration signals from different tooth gear damages. Gears with different levels and modes of damage were used in order to evaluate the sensitivity of vibration signals to them. The features from vibration signals were extracted by Morlet wavelet analysis. Results demonstrate that the proposed method accurately detected the early failure by visualization in frequency–time maps.
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