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
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

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
脑洞疼应助安谢采纳,获得10
1秒前
量子星尘发布了新的文献求助10
1秒前
1秒前
思源应助pooo采纳,获得40
2秒前
2秒前
halide完成签到,获得积分10
3秒前
君叁叁发布了新的文献求助40
3秒前
4秒前
科研通AI2S应助叶子采纳,获得10
4秒前
传奇3应助自由采纳,获得10
4秒前
4秒前
希望天下0贩的0应助Costing采纳,获得10
4秒前
sleep应助renlangfen采纳,获得10
4秒前
Maestro_S应助renlangfen采纳,获得10
4秒前
无花果应助景雄雄采纳,获得10
4秒前
小乔同学完成签到,获得积分10
5秒前
善学以致用应助北冥鱼采纳,获得10
6秒前
shengyou发布了新的文献求助10
6秒前
t东流水完成签到,获得积分10
7秒前
顾矜应助飞鸟采纳,获得10
7秒前
Spine Lin发布了新的文献求助10
7秒前
郑嘻嘻发布了新的文献求助10
8秒前
8秒前
8秒前
8秒前
8秒前
9秒前
9秒前
zzt完成签到,获得积分10
9秒前
科研通AI6应助123456qqqq采纳,获得10
9秒前
can完成签到,获得积分10
9秒前
Sure发布了新的文献求助10
10秒前
11秒前
汉堡包应助lalalalala采纳,获得10
11秒前
12秒前
CodeCraft应助WIND-CUTTER采纳,获得10
12秒前
是问完成签到,获得积分10
12秒前
彭于晏应助贪玩自中采纳,获得10
12秒前
13秒前
13秒前
高分求助中
(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
List of 1,091 Public Pension Profiles by Region 1561
Binary Alloy Phase Diagrams, 2nd Edition 1200
Holistic Discourse Analysis 600
Atlas of Liver Pathology: A Pattern-Based Approach 500
Latent Class and Latent Transition Analysis: With Applications in the Social, Behavioral, and Health Sciences 500
Using Genomics to Understand How Invaders May Adapt: A Marine Perspective 400
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 纳米技术 计算机科学 内科学 化学工程 复合材料 物理化学 基因 遗传学 催化作用 冶金 量子力学 光电子学
热门帖子
关注 科研通微信公众号,转发送积分 5506056
求助须知:如何正确求助?哪些是违规求助? 4601542
关于积分的说明 14477374
捐赠科研通 4535544
什么是DOI,文献DOI怎么找? 2485440
邀请新用户注册赠送积分活动 1468399
关于科研通互助平台的介绍 1440887