Output-only modal parameter estimation of time-varying structures based on the support vector machine and vector time-dependent autoregressive models

S. D. Zhou, B. Y. Cao, L. Yu, L. Liu

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

This paper proposes a method of output-only modal identification of TV structures via combining the SVM and vector time-dependent autoregressive (VTAR) models for the cases of multiple outputs. Firstly, the formulation of the SVM-based modal estimator for the parameters of VTAR models is derived. Secondly, the bounded quadratic programming (QP) solution of SVM is introduced. Thirdly, the transformation from the estimated parameters to the modal parameters are presented. Finally, the proposed method a series numerical examples validate the proposed method.

源语言英语
主期刊名Proceedings of ISMA 2016 - International Conference on Noise and Vibration Engineering and USD2016 - International Conference on Uncertainty in Structural Dynamics
编辑Paul Sas, David Moens, Axel van de Walle
出版商KU Leuven, Departement Werktuigkunde
2885-2894
页数10
ISBN(电子版)9789073802940
出版状态已出版 - 2016
活动27th International Conference on Noise and Vibration Engineering, ISMA 2016 and International Conference on Uncertainty in Structural Dynamics, USD2016 - Leuven, 比利时
期限: 19 9月 201621 9月 2016

出版系列

姓名Proceedings of ISMA 2016 - International Conference on Noise and Vibration Engineering and USD2016 - International Conference on Uncertainty in Structural Dynamics

会议

会议27th International Conference on Noise and Vibration Engineering, ISMA 2016 and International Conference on Uncertainty in Structural Dynamics, USD2016
国家/地区比利时
Leuven
时期19/09/1621/09/16

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