Useful Information Reconstruction-based Vibration Acceleration Signal Integral Method for Faulty Rotating  Machinery

Abstract

Abstract:

A faulty rotation machinery vibration acceleration signal integration method was proposed based on useful information reconstruction.Firstly,ensemble empirical mode decomposition(EEMD) was utilized to decompose the integral signals. Secondly, the values of kurtosis,mean square error and singular value were proposed to be combined into a feature vector, and further used to extract the effective feature for the decomposed signals.Then,the effective feature components were extracted by Euclidean distance search.Finally,the effective feature components were reconstructed by threshold limit,and the desired integral signals were obtained.The effectiveness and practicability of the method were testified by simulation analysis and measured data.Results indicate that this method is excellent at removing noise and reserving effective feature information,and possesses high precision and superiority.

Key words: vibration acceleration;time domain integral；frequency domain integral；frequency-time , domain mixed integral;useful information reconstruction

摘要：

提出一种基于有效信息重构的故障旋转机械振动加速度信号积分方法。该方法首先利用集总经验模态分解(EEMD)对积分信号进行分解,然后将峭度指标、均方差值和奇异值组合成特征向量对分解信号进行有效特征提取,并通过欧氏距离搜索提取分解信号中隐含的有效特征分量,最后通过阈值限定将有效特征分量进行叠加重构得到所需有效积分信号。仿真分析和实测数据结果表明，该方法在去除噪声和保留有效特征信息方面，比传统积分方法具有更高的精度和优越性。

关键词: 振动加速度, 时域积分, 频域积分, 频域-时域混合积分, 有效信息重构

CLC Number:

TH13
TP27

Zhu Yong, Jiang Wanlu, Zheng Zhi, Hu Haosong, . Useful Information Reconstruction-based Vibration Acceleration Signal Integral Method for Faulty Rotating Machinery[J]. China Mechanical Engineering, 2015, 26(18): 2511-2517.

朱勇, 姜万录, 郑直, 胡浩松, . 基于有效信息重构的故障旋转机械振动加速度信号积分方法[J]. 中国机械工程, 2015, 26(18): 2511-2517.

References

[1]温广瑞,李杨,廖与禾,等.基于精确信息重构的故障转子系统振动加速度信号积分方法[J].机械工程学报,2013,49(8):1-9.
Wen Guangrui,Li Yang,Liao Yuhe,et al.Faulty Rotor System Vibration Acceleration Signal Integration Method Based on Precise Information Reconstruction[J].Journal of Mechanical Engieering,2013,49(8):1-9.
[2]顾名坤,吕振华.基于振动加速度测量的振动速度和位移信号识别方法探讨[J].机械科学与技术,2011,0(4):522-526.
Gu Mingkun，Lü Zhenhua.Discussion of Vibration Velocity and Displacement Signal Identification Method Based on the Vibration Acceleration Measurement[J].Mechanical Science and Technology,2011,30(4):522-526.
[3]Yang J,Li J B,Lin G.A Simple Approach to Integration of Acceleration Data for Dynamic Soil-structure Interaction Analysis[J]. Soil Dynamics and Earthquake Engineering,2006,26(8):725-734.
[4]Hong Y H,Park H W,Lee H S.A Regularization Scheme for Displacement Reconstruction Using Acceleration Data Measured from Structures[D].Seoul:Seoul National University,2007.
[5]周小祥,陈尔奎,吕桂庆,等.基于数字积分和LMS的振动加速度信号处理[J].自动化仪表,2006,27(9):51-53.
Zhou Xiaoxiang,Chen Erkui,Lü Guiqing,et al.The Processing of Vibration Acceleration Signal Based on Numeric Integration and LMS[J].Process Automation Instrumentation,2006,27(9):51-53.
[6]李强,王太勇,胥永刚.基于频域积分的振动参量转换修正算法[J].组合机床与自动化加工技术,2005(9):60-61.
Li Qiang,Wang Taiyong,Xu Yonggang.The Modification of the Vibration Parameter Transform Based on Frequency Domain Integration[J].Modular Machine Tool & Automatic Manufacturing Technique,2005(9):60-61,65.
[7]董礼,廖明夫,杨坤记.振动信号频域积分的滤波修正算法[J].机械设计与制造,2010(1):46-48.
Dong Li,Liao Mingfu,Yang Kunji.Filtering Modification of Vibration Signal Integration Algorism[J].Machinery Design & Manufacture,2010(1):46-48.
[8]Wu Z H,Huang N E.Ensemble Empirical Mode Decomposition:a Noise Assisted Data Analysis Method[J].Advances in Adaptive Data Analysis,2009,1(1):1-41.
[9]McDonald G L,Zhao Q,Zuo M J.Maximum Correlated Kurtosis Deconvolution and Application on Gear Tooth Chip Fault Detection[J].Mechanical Systems and Signal Processing,2012,33:237-255.
[10]Ni J G,Chen X P.Steady-state Mean-square Error Analysis of Regularized Normalized Subband Adaptive Filters[J]. Signal Processing,2013,93(9):2648-2652.
[11]Lehtola L,Karsikas M,Koskinen M,et al.Effects of Noise and Filtering on SVD-based Morphological Parameters of the T Wave in the ECG[J].Journal of Medical Engineering and Technology,2008,32(5):400-407.
[12]蒋良潍,姚令侃,吴伟.边坡振动台模型实验动位移的加速度时程积分探讨[J].防灾减灾工程学报,2009,29(3):261-266.
Jiang Liangwei,Yao Lingkan,Wu Wei.Time History Integration Method of Acceleration from Shaking Table Model Test about Displacement on Side Slope[J].Journal of Disaster Prevention and Mitigation
Engineering,2009,26(3):261-266.
[13]王建锋,马建,马荣贵,等.动位移的加速度精确测量技术研究[J].计算机科学,2010,37(12):201-202.
Wang Jianfeng,Ma Jian,Ma Ronggui,et al.Study on Calculation of Dynamic Displacement from Time-frequency Integration of Acceleration[J]. Computer Science,2010,37(12):201-202.
[14]The Case Western Reserve University Bearing Data Center.Bearing Data Center Fault Test Data.[2014-07-03].http://csegroups.case.edu/bearingdatacenter /home.
[15]Zhu Y,Jiang W L,Kong X D,et al. An Accurate Integral Method for Vibration Signal Based on Feature Information Extraction[J]. Shock and Vibration,2015,2015:1-13.

Useful Information Reconstruction-based Vibration Acceleration Signal Integral Method for Faulty Rotating Machinery

基于有效信息重构的故障旋转机械振动加速度信号积分方法

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