First-Order Error-Adapted Eigen Perturbation for Real-Time Modal Identification of Vibrating Structures
- 13 January 2021
- journal article
- research article
- Published by ASME International in Journal of Vibration and Acoustics
- Vol. 143 (5) , 1-25
Abstract
A new computationally efficient error adaptive first-order eigen-perturbation technique for real-time modal identification of linear vibrating systems is proposed. The existence of error terms in the approximation of the eigenvalue problem of response covariance matrix in a perturbative framework often hinders the convergence of response-only modal identification. In the proposed method, the error in first-order eigen-perturbation is incorporated using a feedback, formulated by exploiting the generalized eigenvalue decomposition of the real-time covariance matrix of streaming response data. Since the incorporation of the higher-order perturbation terms in the total perturbation is mathematically challenging, the proposed feedback approach provides a computationally efficient framework yet in a more elegant manner. A new criterion for the quality of updated eigenspace is proposed in the present work utilizing the concept of diagonal dominance. Numerical case studies and validation using a standard ASCE benchmark problem have shown applicability of the proposed approach in faster estimation of real-time modal properties and anomaly identification with minimal number of initially required batch data. The applicability of the proposed approach toward real-time under-determined modal identification problems is demonstrated using a real-time decentralized framework. The advantage of rapidly converging online mode-shapes is demonstrated using a passive vibration control problem, where a multi-tuned-mass-damper (MTMD) for a multi-degrees-of-freedom system is tuned online. An extension for online retuning of the detuned MTMD system further demonstrates the fidelity of the proposed algorithm in online passive control.Keywords
Funding Information
- Anusandhan National Research Foundation (IMP/2019/000276)
This publication has 21 references indexed in Scilit:
- Extended Smooth Orthogonal Decomposition for Modal AnalysisJournal of Vibration and Acoustics, 2018
- Introduction to Operational Modal Analysis2015
- Output-Only Modal Identification of a Nonuniform Beam by Using Decomposition MethodsJournal of Vibration and Acoustics, 2014
- Time Domain Identification of Structures: Comparative Analysis of Output-Only MethodsJournal of Engineering Mechanics, 2013
- A study and extension of second-order blind source separation to operational modal analysisJournal of Sound and Vibration, 2013
- Output-only modal analysis of linear time-periodic systems with application to wind turbine simulation dataMechanical Systems and Signal Processing, 2011
- Adaptive Compensation for Detuning in Pendulum Tuned Mass DampersJournal of Structural Engineering, 2011
- Modified Cross-Correlation Method for the Blind Identification of StructuresJournal of Engineering Mechanics, 2010
- A Bridge-Vehicle Interaction Based Experimental Investigation of Damage EvolutionStructural Health Monitoring, 2009
- Application of Modal Identification Methods to Spatial Structure Using Field Measurement DataJournal of Vibration and Acoustics, 2009