Applying dual-tree complex discrete wavelet transform and gamma modulating function for simulation of ground motions

The aim of this paper is to develop a stochastic-parametric model for the generation of synthetic ground motions (GMs) which are in accordance with a real GM. In the proposed model, the dual-tree complex discrete wavelet transform (DT-CDWT) is applied to real GMs to decompose them into several frequ...

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Main Authors: Sharbati, R., Khoshnoudian, F., Koopialipoor, M., Tahir, M. M.
Format: Article
Published: Springer Science and Business Media Deutschland GmbH 2021
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Online Access:http://eprints.utm.my/id/eprint/95450/
http://dx.doi.org/10.1007/s00366-019-00898-8
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Institution: Universiti Teknologi Malaysia
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spelling my.utm.954502022-05-31T12:44:53Z http://eprints.utm.my/id/eprint/95450/ Applying dual-tree complex discrete wavelet transform and gamma modulating function for simulation of ground motions Sharbati, R. Khoshnoudian, F. Koopialipoor, M. Tahir, M. M. TA Engineering (General). Civil engineering (General) The aim of this paper is to develop a stochastic-parametric model for the generation of synthetic ground motions (GMs) which are in accordance with a real GM. In the proposed model, the dual-tree complex discrete wavelet transform (DT-CDWT) is applied to real GMs to decompose them into several frequency bands. Then, the gamma modulating function (GMF) is used to simulate the wavelet coefficients of each level. Consequently, synthetic wavelet coefficients are generated using extracted model parameters and then synthetic GM is extracted by applying the inverse DT-CDWT to synthetic wavelet coefficients. This model simulates the time–frequency distribution of both wide-frequency and narrow-frequency bandwidth GMs. Besides being less time consuming, it simulates several dominant frequency peaks at any moment in the time duration of GM, because each frequency band is separately simulated by the gamma function. Moreover, the inelastic response spectra of synthetic GMs generated by the proposed model are a good estimate of target ones. Using the random sign generator in the proposed model, it is possible to generate any number of synthetic GMs in accordance with a recorded one. Because of these advantages, the proposed model is suitable for using in performance-based earthquake engineering. Springer Science and Business Media Deutschland GmbH 2021 Article PeerReviewed Sharbati, R. and Khoshnoudian, F. and Koopialipoor, M. and Tahir, M. M. (2021) Applying dual-tree complex discrete wavelet transform and gamma modulating function for simulation of ground motions. Engineering with Computers, 37 (2). ISSN 0177-0667 http://dx.doi.org/10.1007/s00366-019-00898-8 DOI: 10.1007/s00366-019-00898-8
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic TA Engineering (General). Civil engineering (General)
spellingShingle TA Engineering (General). Civil engineering (General)
Sharbati, R.
Khoshnoudian, F.
Koopialipoor, M.
Tahir, M. M.
Applying dual-tree complex discrete wavelet transform and gamma modulating function for simulation of ground motions
description The aim of this paper is to develop a stochastic-parametric model for the generation of synthetic ground motions (GMs) which are in accordance with a real GM. In the proposed model, the dual-tree complex discrete wavelet transform (DT-CDWT) is applied to real GMs to decompose them into several frequency bands. Then, the gamma modulating function (GMF) is used to simulate the wavelet coefficients of each level. Consequently, synthetic wavelet coefficients are generated using extracted model parameters and then synthetic GM is extracted by applying the inverse DT-CDWT to synthetic wavelet coefficients. This model simulates the time–frequency distribution of both wide-frequency and narrow-frequency bandwidth GMs. Besides being less time consuming, it simulates several dominant frequency peaks at any moment in the time duration of GM, because each frequency band is separately simulated by the gamma function. Moreover, the inelastic response spectra of synthetic GMs generated by the proposed model are a good estimate of target ones. Using the random sign generator in the proposed model, it is possible to generate any number of synthetic GMs in accordance with a recorded one. Because of these advantages, the proposed model is suitable for using in performance-based earthquake engineering.
format Article
author Sharbati, R.
Khoshnoudian, F.
Koopialipoor, M.
Tahir, M. M.
author_facet Sharbati, R.
Khoshnoudian, F.
Koopialipoor, M.
Tahir, M. M.
author_sort Sharbati, R.
title Applying dual-tree complex discrete wavelet transform and gamma modulating function for simulation of ground motions
title_short Applying dual-tree complex discrete wavelet transform and gamma modulating function for simulation of ground motions
title_full Applying dual-tree complex discrete wavelet transform and gamma modulating function for simulation of ground motions
title_fullStr Applying dual-tree complex discrete wavelet transform and gamma modulating function for simulation of ground motions
title_full_unstemmed Applying dual-tree complex discrete wavelet transform and gamma modulating function for simulation of ground motions
title_sort applying dual-tree complex discrete wavelet transform and gamma modulating function for simulation of ground motions
publisher Springer Science and Business Media Deutschland GmbH
publishDate 2021
url http://eprints.utm.my/id/eprint/95450/
http://dx.doi.org/10.1007/s00366-019-00898-8
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