Vibration feature extraction based on the improved variational mode decomposition and singular spectrum analysis combination algorithm. Issue 7 (May 2019)
- Record Type:
- Journal Article
- Title:
- Vibration feature extraction based on the improved variational mode decomposition and singular spectrum analysis combination algorithm. Issue 7 (May 2019)
- Main Title:
- Vibration feature extraction based on the improved variational mode decomposition and singular spectrum analysis combination algorithm
- Authors:
- Li, Hui
Bao, Tengfei
Gu, Chongshi
Chen, Bo - Abstract:
- Extraction of the vibration characteristics of a flood discharge structure under the influence of intensive background noise is one of the main challenges in vibration-based damage identification. A novel algorithm called normalized central frequency difference spectrum is proposed to improve the variational mode decomposition algorithm for high-frequency noise filtering. To eliminate the errors caused by end effect, the waveform matching extension algorithm is used to further improve the variational mode decomposition. However, the vibration signal is still coupled in low-frequency noise. Thereupon, the singular spectrum analysis algorithm is applied to filter the low-frequency noise. In this article, a simulated signal and the measured signals from a dam model are analyzed by the proposed algorithm. The results indicate that the proposed algorithm is robust to noise and has high denoising precision. In addition, this algorithm can offer clues for damage identification and localization of a flood discharge structure.
- Is Part Of:
- Advances in structural engineering. Volume 22:Issue 7(2019)
- Journal:
- Advances in structural engineering
- Issue:
- Volume 22:Issue 7(2019)
- Issue Display:
- Volume 22, Issue 7 (2019)
- Year:
- 2019
- Volume:
- 22
- Issue:
- 7
- Issue Sort Value:
- 2019-0022-0007-0000
- Page Start:
- 1519
- Page End:
- 1530
- Publication Date:
- 2019-05
- Subjects:
- end effect -- flood discharge structure -- normalized central frequency difference spectrum -- singular spectrum analysis -- variational mode decomposition
Structural engineering -- Periodicals
Construction, Technique de la
Structural engineering
Periodicals
624.1 - Journal URLs:
- http://ase.sagepub.com/ ↗
http://multi-science.metapress.com/content/121491 ↗
http://www.ingenta.com/journals/browse/mscp/ase ↗
http://www.multi-science.co.uk/ ↗ - DOI:
- 10.1177/1369433218818921 ↗
- Languages:
- English
- ISSNs:
- 1369-4332
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 9939.xml