A new method of noise reduction grounded on Hankel matrix and its application in rubbing fault diagnosis

汉克尔矩阵 奇异值分解 拓本 断层(地质) 基质(化学分析) 噪音(视频) 算法 奇异值 计算机科学 旋转(数学) 特征(语言学) 降噪 信号(编程语言) 矩阵分解 数学 人工智能 工程类 数学分析 特征向量 机械工程 材料科学 图像(数学) 地震学 复合材料 地质学 语言学 物理 哲学 量子力学 程序设计语言
作者
Y. F. Zhang,Mingyue Yu,Zhenliang Feng,ziru Ma
出处
期刊:Measurement Science and Technology [IOP Publishing]
卷期号:35 (9): 096138-096138
标识
DOI:10.1088/1361-6501/ad5225
摘要

Abstract In processing signals with singular value decomposition (SVD), one of the keys lies in building an appropriate Hankel matrix from signals. To address the difficulty in extracting the feature information of rubbing faults between rotor and stator, by taking advantage of the nature of rubbing fault information closely related to the rotation period of equipment, a new method of SVD is presented based on the Hankel matrix built from the periodicity of a rotation machine. First, with the periodicity of the rub-impact fault as the basis, the interval step size between Hankel vectors was determined to self-adaptively build a Hankel matrix of signals. Second, the newly-built Hankel matrix was denoised through the singular value differential spectrum. Third, to reduce the loss of data as much as possible, a strategy was proposed to rebuild signals according to the first and last rows of denoised signals. Fourth, features of rubbing faults were extracted according to the frequency spectrum of reconstructed signals, and faults were identified. To verify the applicability and effectiveness of the presented algorithm, various types of simulation signals and tester signals from different states were incorporated. Meanwhile, the presented algorithm was compared with a variety of classical methods. The results prove that the proposed method can not only effectively constrain noise interference, but also highlight fault feature information and correctly identify rub-impact faults.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
大幅提高文件上传限制,最高150M (2024-4-1)

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
1秒前
打打应助肥鹏采纳,获得10
2秒前
Kuripa完成签到,获得积分10
3秒前
3秒前
lyric应助精明的满天采纳,获得20
4秒前
米琪发布了新的文献求助10
5秒前
彭于晏应助sahjdkah采纳,获得10
5秒前
白昼完成签到,获得积分10
6秒前
7秒前
烟花应助ckl采纳,获得10
7秒前
科研通AI2S应助笨笨翰采纳,获得10
8秒前
10秒前
cmuzf完成签到,获得积分10
10秒前
11秒前
11秒前
rita发布了新的文献求助10
13秒前
13秒前
大个应助苻定帮采纳,获得10
14秒前
冯兴龙发布了新的文献求助10
14秒前
Davey1220发布了新的文献求助10
16秒前
oakoaa完成签到,获得积分10
16秒前
林夕发布了新的文献求助10
17秒前
sahjdkah发布了新的文献求助10
17秒前
18秒前
领导范儿应助bean采纳,获得10
18秒前
19秒前
不想上学发布了新的文献求助10
20秒前
魔幻的语堂完成签到,获得积分10
20秒前
myy发布了新的文献求助10
22秒前
22秒前
陈航发布了新的文献求助20
22秒前
22秒前
Pureasy完成签到,获得积分10
22秒前
bkagyin应助ckl采纳,获得10
23秒前
Aimedar完成签到,获得积分10
23秒前
23秒前
24秒前
daiyih发布了新的文献求助10
24秒前
24秒前
zhangxh应助不想上学采纳,获得10
25秒前
高分求助中
Evolution 2024
Impact of Mitophagy-Related Genes on the Diagnosis and Development of Esophageal Squamous Cell Carcinoma via Single-Cell RNA-seq Analysis and Machine Learning Algorithms 2000
Experimental investigation of the mechanics of explosive welding by means of a liquid analogue 1060
Die Elektra-Partitur von Richard Strauss : ein Lehrbuch für die Technik der dramatischen Komposition 1000
CLSI EP47 Evaluation of Reagent Carryover Effects on Test Results, 1st Edition 600
大平正芳: 「戦後保守」とは何か 550
Sustainability in ’Tides Chemistry 500
热门求助领域 (近24小时)
化学 医学 生物 材料科学 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 基因 遗传学 催化作用 物理化学 免疫学 量子力学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 3007575
求助须知:如何正确求助?哪些是违规求助? 2666828
关于积分的说明 7232890
捐赠科研通 2304115
什么是DOI,文献DOI怎么找? 1221737
科研通“疑难数据库(出版商)”最低求助积分说明 595301
版权声明 593410