An optimal demodulation frequency band selection method based on spectral coherence fault energy factor for rolling bearing fault diagnosis

解调 连贯性(哲学赌博策略) 断层(地质) 方位(导航) 选择(遗传算法) 计算机科学 能量(信号处理) 频带 电子工程 工程类 人工智能 电信 数学 地震学 统计 地质学 带宽(计算) 频道(广播)
作者
Ze‐Hao Wu,Wei Chen,Xiaotao Zhang,Fulong Liu,Xiaoquan Zhang,Qian Guo
标识
DOI:10.1177/09544062241287094
摘要

Identifying a frequency band with abundant fault information from the original vibration signal under the condition of complex background noise and the interference of other rotating parts is still problematic for envelope spectrum-based bearing diagnosis. To address this issue, a new indicator called spectral coherence fault energy factor (SCFE) to is proposed to select the optimal demodulation frequency band (ODFB) under complex noise interference for bearing fault diagnosis. Firstly, the fast spectral correlation (Fast-SC) is used to analyze the raw vibration signal and generate the Spectral Coherence (SCoh) image. Then, SCFE is employed to locate the initial center frequency from the whole carrier frequency, and the threshold function is used to optimize the center frequency and bandwidth adaptively to obtain ODFB. Finally, the envelope spectrum (ES) is used to identify bearing faults. The effectiveness of the developed method in identifying the fault related frequency band and bearing fault diagnosis is validated and compared using simulated signals with different interference noises. The results of experimental signals demonstrate that the developed indicator can efficiently evaluate bearing failure information, and the presented approach can accurately discriminate the failure-related frequency band and detect different bearing faults compared with the traditional methods.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
淡漠发布了新的文献求助10
刚刚
1秒前
123发布了新的文献求助10
1秒前
hjin发布了新的文献求助10
1秒前
打打应助简单花花采纳,获得10
1秒前
1秒前
多吃一楼芋圆完成签到,获得积分20
1秒前
田様应助庚午采纳,获得10
1秒前
钟钟完成签到,获得积分10
1秒前
田様应助自信的寄凡采纳,获得10
2秒前
Orange应助YingGer采纳,获得10
2秒前
王小明完成签到,获得积分10
2秒前
JamesPei应助小林采纳,获得20
2秒前
CipherSage应助积极的誉采纳,获得10
3秒前
九月发布了新的文献求助10
3秒前
万能图书馆应助Milesma采纳,获得10
3秒前
欣喜念梦完成签到,获得积分10
3秒前
3秒前
隐形曼青应助孙小子采纳,获得10
4秒前
tsuki完成签到 ,获得积分10
4秒前
喜悦悟空发布了新的文献求助10
4秒前
小马甲应助体贴的语柔采纳,获得10
4秒前
搞怪依白完成签到,获得积分10
4秒前
bkagyin应助落后的平卉采纳,获得10
4秒前
隐形曼青应助xiahaijun采纳,获得10
4秒前
5秒前
upup发布了新的文献求助10
5秒前
5秒前
我是老大应助勤恳的珊采纳,获得10
5秒前
行子完成签到 ,获得积分20
5秒前
White_Night完成签到,获得积分10
5秒前
中中中中中完成签到,获得积分10
6秒前
orixero应助淡漠采纳,获得10
6秒前
谨慎冬莲发布了新的文献求助10
6秒前
小高完成签到 ,获得积分10
6秒前
汉堡包应助1213采纳,获得10
7秒前
ZSY发布了新的文献求助10
7秒前
上官若男应助123采纳,获得10
7秒前
7秒前
7秒前
高分求助中
Principles of Economics, 11th Edition 10000
University Physics with Modern Physics, 16th edition 10000
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Arthritis and Related Conditions, An Issue of Orthopedic Clinics 1000
Development of a Bridge Weigh-In-Motion System: A technology to convert the bridge response to the passage of traffic into data on vehicle configurations, speeds, times of travel and weights 1000
ズームレンズの光学設計に関する研究 800
Fundamentals of Pharmaceutical and Biologics Regulations: A Global Perspective, Second Edition 700
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7292004
求助须知:如何正确求助?哪些是违规求助? 8910876
关于积分的说明 18863070
捐赠科研通 6959199
什么是DOI,文献DOI怎么找? 3209485
关于科研通互助平台的介绍 2379039
邀请新用户注册赠送积分活动 2185334