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http://hdl.handle.net/10397/102557
| Title: | Time-varying system identification using variational mode decomposition | Authors: | Ni, P Li, J Hao, H Xia, Y Wang, X Lee, JM Jung, KH |
Issue Date: | Jun-2018 | Source: | Structural control and health monitoring, June 2018, v. 26, no. 6, e2175 | Abstract: | A new time-varying system identification approach is proposed in this paper by using variational mode decomposition. The newly developed variational mode decomposition technique can decompose the measured responses into a limited number of intrinsic mode functions, and the instantaneous frequencies of time-varying systems are identified by the Hilbert transform of each intrinsic mode function. Numerical and experimental verifications are conducted to demonstrate the effectiveness and accuracy of using the proposed approach for time-varying system identification, that is, to obtain the instantaneous frequency. Numerical studies on a structural system with time-varying stiffness are conducted. Experimental validations on analyzing the measured vibration data in the laboratory from a steel frame structure and a time-varying bridge–vehicle system are also conducted. The results from the presented technique are compared with those from empirical mode decomposition-based methods, which verify that the developed approach can identify the instantaneous frequencies with a better accuracy. | Keywords: | Bridge–vehicle system Instantaneous frequency Modal identification Time-varying systems Variational mode decomposition |
Publisher: | John Wiley & Sons | Journal: | Structural control and health monitoring | ISSN: | 1545-2255 | EISSN: | 1545-2263 | DOI: | 10.1002/stc.2175 | Rights: | Copyright © 2018 John Wiley & Sons, Ltd. This is the peer reviewed version of the following article: Ni, P, Li, J, Hao, H, et al. Time-varying system identification using variational mode decomposition. Struct Control Health Monit. 2018; 25(6):e2175, which has been published in final form at https://doi.org/10.1002/stc.2175. This article may be used for non-commercial purposes in accordance with Wiley Terms and Conditions for Use of Self-Archived Versions. This article may not be enhanced, enriched or otherwise transformed into a derivative work, without express permission from Wiley or by statutory rights under applicable legislation. Copyright notices must not be removed, obscured or modified. The article must be linked to Wiley’s version of record on Wiley Online Library and any embedding, framing or otherwise making available the article or pages thereof by third parties from platforms, services and websites other than Wiley Online Library must be prohibited. |
| Appears in Collections: | Journal/Magazine Article |
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|---|---|---|---|---|
| Xia_Time-varying_System_Identification.pdf | Pre-Published version | 2.75 MB | Adobe PDF | View/Open |
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