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Online Damage Detection in Structural Systems

Name: Online Damage Detection in Structural Systems
Brand: Springer International Publishing AG
SKU: 02094099
Price: 51.66 EUR
Availability: InStock
Author: Saeed Eftekhar Azam
ISBN: 9783319025582

Applications of Proper Orthogonal Decomposition, and Kalman and Particle Filters

Saeed Eftekhar Azam

Language

English

Book Paperback

Libristo code: 02094099

Publishers Springer International Publishing AG, January 2014

This monograph assesses in depth the application of recursive Bayesian filters in structural health... Full description

Libristo code: 02094099

125 b

51.66 €

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This monograph assesses in depth the application of recursive Bayesian filters in structural health monitoring. Although the methods and algorithms used here are well established in the field of automatic control, their application in the realm of civil engineering has to date been limited. The monograph is therefore intended as a reference for structural and civil engineers who wish to conduct research in this field. To this end, the main notions underlying the families of Kalman and particle filters are scrutinized through explanations within the text and numerous numerical examples. The main limitations to their application in monitoring of high-rise buildings are discussed, and a remedy based on a synergy of reduced order modeling (based on proper orthogonal decomposition) and Bayesian estimation is proposed. The performance and effectiveness of the proposed algorithm is demonstrated via pseudo-experimental evaluations.