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Operational Modal Analysis in Frequency Domain using Gaussian Mixture Models

Chiplunkar, Ankit and Morlier, Joseph Operational Modal Analysis in Frequency Domain using Gaussian Mixture Models. (2017) In: The 35th International Modal Analysis Conference (IMAC XXXV), 30 January 2017 - 2 February 2017 (Los Angeles, United States).

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Official URL: https://doi.org/10.1007/978-3-319-54810-4_7

Abstract

Operational Modal Analysis is widely gaining popularity as a means to perform system identification of a structure. Instead of using a detailed experimental setup Operational Modal Analysis relies on measurement of ambient displacements to identify the system. Due to the random nature of ambient excitations and their output responses, various statistical methods have been developed throughout the literature both in the time-domain and the frequency-domain. The most popular of these algorithms rely on the assumption that the structure can be modelled as a multi degree of freedom second order differential system. In this paper we drop the second order differential assumption and treat the identification problem as a curve-fitting problem, by fitting a Gaussian Mixture Model in the frequency domain. We further derive equivalent models for the covariance-driven and the data-driven algorithms. Moreover, we introduce a model comparison criterion to automatically choose the optimum number of Gaussian’s. Later the algorithm is used to predict modal frequencies on a simulated problem.

Item Type:Conference or Workshop Item (Paper)
HAL Id:hal-01828724
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:Other partners > Airbus (FRANCE)
Université de Toulouse > Institut Supérieur de l'Aéronautique et de l'Espace - ISAE-SUPAERO (FRANCE)
Laboratory name:
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Deposited By: Ankit Chiplunkar
Deposited On:27 Jul 2017 15:56

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