Bearing defect and misalignment diagnostics using local regularity and sparse frequency analysis |
|
Author: | Nissilä, Juhani1; Laurila, Jouni1; Ruotsalainen, Keijo2; |
Organizations: |
1Intelligent Machines and Systems, University of Oulu, PO Box 4200, 90014 Oulu, Finland 2Applied and Computational Mathematics, University of Oulu, PO Box 4500, 90014 Oulu, Finland |
Format: | article |
Version: | published version |
Access: | open |
Online Access: | PDF Full Text (PDF, 1.9 MB) |
Persistent link: | http://urn.fi/urn:nbn:fi-fe2022050332200 |
Language: | English |
Published: |
Linköping University Electronic Press,
2022
|
Publish Date: | 2022-05-03 |
Description: |
AbstractA local regularity signal can be estimated from a vibration measurement with the help of the continuous wavelet transform (CWT). The resulting local regularity signal contains a lot of diagnostic information about different faults states of a machine. It is also typically a sparse signal and thus not well suited for frequency analysis using the discrete Fourier transform (DFT). In this paper, the frequency analysis of the local regularity signal is performed using the Lomb-Scargle periodogram. Another possibility is to use the methods of compressed sensing. Vibration measurements from different fault states from test rigs are utilized in validating the proposed method and comparing it with other methods. The induced fault conditions include a bearing inner ring defect and misalignment of a claw clutch. The results are compared to more traditional spectra calculated directly from the vibration measurement, such as the spectrum of the squared envelope. see all
|
Series: |
Linköping electronic conference proceedings |
ISSN: | 1650-3686 |
ISSN-E: | 1650-3740 |
ISSN-L: | 1650-3686 |
ISBN Print: | 978-91-7929-219-5 |
DOI: | 10.3384/ecp21185171 |
OADOI: | https://oadoi.org/10.3384/ecp21185171 |
Host publication: |
Linköping Electronic Conference Proceedings : Proceedings of The First SIMS EUROSIM Conference on Modelling and Simulation, SIMS EUROSIM 2021, and 62nd International Conference of Scandinavian Simulation Society, SIMS 2021, September 21-23, Virtual Conference, Finland |
Host publication editor: |
Juuso, Esko Lie, Bernt Dahlquist, Erik Ruuska, Jari |
Conference: |
SIMS EUROSIM Conference on Modelling and Simulation & International Conference of Scandinavian Simulation Society |
Type of Publication: |
A4 Article in conference proceedings |
Field of Science: |
213 Electronic, automation and communications engineering, electronics |
Subjects: | |
Copyright information: |
© 2022 Juhani Nissilä, Jouni Laurila, Keijo Ruotsalainen, Toni Liedes. This work is licensed under a Creative Commons Attribution 4.0 International License. |
https://creativecommons.org/licenses/by/4.0/ |