Selection principle of mathematical morphological operators in vibration signal processing

被引:34
|
作者
Hu, Aijun [1 ]
Xiang, Ling [1 ]
机构
[1] North China Elect Power Univ, Dept Mech Engn, Baoding 071003, Hebei Province, Peoples R China
基金
中国国家自然科学基金;
关键词
Fault detection; frequency response; mathematical morphology; operator selection; signal processing; ROLLING ELEMENT BEARINGS; FEATURE-EXTRACTION; FAULT-DIAGNOSIS; FILTER; WAVELET; SCHEME;
D O I
10.1177/1077546314560783
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In this paper a novel method based on geometric illustration and frequency response analysis is proposed for evaluating the performance of mathematical morphological (MM) operators in vibration signal processing. With geometric illustration, the working mechanism of MM operators can be disclosed and the frequency response is studied to select suitable MM operators and structural element length. The advantage of combining geometric illustration and frequency response analysis is that it does recognize the characteristics of MM operators which are used to signal denosing or feature extraction. Selection suggestion and comprehensive explanation of MM operators for different purpose are supplied for vibration signal analysis. The paper also proposes a new operator called CMF-hat to extract the impulsive-type signal for bearing fault detection. The experimental results show that CMF-hat can effectively extract the fault features, and the proposed evaluating method advances selection of MM operators and improves the accuracy of fault diagnosis.
引用
收藏
页码:3157 / 3168
页数:12
相关论文
共 50 条
  • [1] Application of Mathematical Morphological Filter in Vibration Signal Processing
    Hu, Aijun
    Sun, Jingjing
    Ma, Wanli
    FRONTIERS OF GREEN BUILDING, MATERIALS AND CIVIL ENGINEERING, PTS 1-8, 2011, 71-78 : 4564 - 4567
  • [2] Mathematical morphological filter and its application in removing noises in vibration signal
    Li Chunzhi
    Cheng Jiajun
    ICEMI 2007: PROCEEDINGS OF 2007 8TH INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS, VOL IV, 2007, : 101 - 104
  • [3] Generalized dimension based on morphological covering for blasting vibration signal processing
    Du, Kai
    Fang, Xiang
    3RD INTERNATIONAL CONFERENCE ON ADVANCES IN ENERGY, ENVIRONMENT AND CHEMICAL ENGINEERING, 2017, 69
  • [4] Fast mathematical morphological filtering method and its application on pulse signal processing
    Chou Y.
    Zhang A.
    Gu Y.
    Liu J.
    Feng Y.
    Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument, 2020, 41 (02): : 253 - 262
  • [5] Analysis of vibration signal processing
    Yang, JJ
    Guo, NL
    Han, XM
    ISTM/97 - 2ND INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, CONFERENCE PROCEEDINGS, 1997, : 5 - 8
  • [6] Connected operators for signal and image processing
    Salembier, P
    NONLINEAR ANALYSES AND ALGORITHMS FOR SPEECH PROCESSING, 2005, 3817 : 37 - 65
  • [7] SIGNAL PROCESSING WITH A DISTRIBUTION OF GRAPH OPERATORS
    Ji, Feng
    Tay, Wee Peng
    2021 IEEE STATISTICAL SIGNAL PROCESSING WORKSHOP (SSP), 2021, : 551 - 555
  • [8] Image and signal processing with mathematical morphology
    Bangham, JA
    Marshall, S
    ELECTRONICS & COMMUNICATION ENGINEERING JOURNAL, 1998, 10 (03): : 117 - 128
  • [9] Image and signal processing with mathematical morphology
    Info. Eng., Sch. of Info. Systems, University of East Anglia
    不详
    不详
    不详
    不详
    不详
    不详
    不详
    不详
    不详
    不详
    不详
    Electron Commun Eng J, 3 (117-128):
  • [10] Signal processing based on mathematical morphology
    Wang, Hui
    Li, Qi
    PROGRESS IN MECHATRONICS AND INFORMATION TECHNOLOGY, PTS 1 AND 2, 2014, 462-463 : 280 - 283