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Blind separation of structural modes by compact-bandwidth regularization
- Source :
- Mechanical Systems and Signal Processing. 131:288-316
- Publication Year :
- 2019
- Publisher :
- Elsevier BV, 2019.
-
Abstract
- Operational modal analysis (OMA) has received tremendous interest from engineering fields in recent years. This paper develops a compact-bandwidth regularization approach for OMA within the signal processing framework. The key ingredient lies in the fact that a structural mode is always compact in the frequency domain and this results in the compact-bandwidth constraint for structural modes. To implicitly enforce the compact-bandwidth constraint, the compact-bandwidth regularization is introduced to conventional blind modal separation. Then, the alternating minimization algorithm is used to iteratively get the solution in the immediately-at-once or one-by-one manner. In proceeding so, the spectrum-peak-based rule is adopted for choice of initial modal parameters and the L-curve method in conjunction with a theoretically derived bound is applied to estimate a proper regularization parameter. Numerical examples and an experimental test case are studied along with comparison to some usual OMA approaches to see the performance and advantages of the proposed approach in modal identification.
- Subjects :
- 0209 industrial biotechnology
Signal processing
Computer science
Mechanical Engineering
Bandwidth (signal processing)
Aerospace Engineering
02 engineering and technology
01 natural sciences
Computer Science Applications
Operational Modal Analysis
020901 industrial engineering & automation
Modal
Control and Systems Engineering
Regularization (physics)
Frequency domain
0103 physical sciences
Signal Processing
Minimization algorithm
010301 acoustics
Algorithm
Civil and Structural Engineering
Subjects
Details
- ISSN :
- 08883270
- Volume :
- 131
- Database :
- OpenAIRE
- Journal :
- Mechanical Systems and Signal Processing
- Accession number :
- edsair.doi...........e67c6e3a3d9a0029e15bb6c76567b60f