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Artículo

A heuristic approach to output-only system identification under transient excitation

Garrido, Carlos HernánIcon ; Curadelli, Raul OscarIcon ; Ambrosini, Ricardo DanielIcon
Fecha de publicación: 02/2017
Editorial: Pergamon-Elsevier Science Ltd
Revista: Expert Systems with Applications
ISSN: 0957-4174
Idioma: Inglés
Tipo de recurso: Artículo publicado
Clasificación temática:
Ingeniería Estructural; Ciencias de la Computación

Resumen

Output-only system identification is a very attractive technique for its implementation simplicity. However, it requires long records to validate the white-noise assumption of the excitation, mainly under transient forced vibration. Alternatively, free-vibration record segments can be selected before the identification process. This improves the accuracy, even using less data, but it requires human intervention or input recording. In the present paper, an approach is proposed for accurate system identification from short output-only records of vibration induced by transient excitation, without human intervention. The approach is based on a novel heuristic search algorithm to find free-vibration record segments, which is fully automatic and it handles the possibility of free-vibration absence. Tests with real-life data from Structural Health Monitoring (SHM) of a bridge showed that the free-vibration finding improves the accuracy of the modal parameter estimates up to ten times, as compared to using record segments starting at the response peak. The proposed approach drastically reduces the need to transmit large amounts of data, which impacts on hardware requirements of SHM implementations.
Palabras clave: BRIDGE , FREE VIBRATION , HEURISTIC SEARCH , OUTPUT-ONLY SYSTEM IDENTIFICATION , STOCHASTIC SYSTEM IDENTIFICATION , STRUCTURAL HEALTH MONITORING
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info:eu-repo/semantics/openAccess Excepto donde se diga explícitamente, este item se publica bajo la siguiente descripción: Creative Commons Attribution-NonCommercial-ShareAlike 2.5 Unported (CC BY-NC-SA 2.5)
Identificadores
URI: http://hdl.handle.net/11336/137023
URL: http://www.sciencedirect.com/science/article/pii/S0957417416305383
DOI: http://dx.doi.org/10.1016/j.eswa.2016.10.007
Colecciones
Articulos(CCT - MENDOZA)
Articulos de CTRO.CIENTIFICO TECNOL.CONICET - MENDOZA
Citación
Garrido, Carlos Hernán; Curadelli, Raul Oscar; Ambrosini, Ricardo Daniel; A heuristic approach to output-only system identification under transient excitation; Pergamon-Elsevier Science Ltd; Expert Systems with Applications; 68; 2-2017; 11-20
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