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A Kalman Filter Approach Applied to the Qualitative Assessment of Structural Damage

FACCHIN, GIOVANNI
•
NAPPI, ALFONSO
2014
  • journal article

Periodico
CIVIL ENGINEERING AND ARCHITECTURE
Abstract
The paper is concentrated on a non-traditional application of the Kalman Filter algorithm and outlines a procedure that can be used to assess structural damage. The technique is essentially based on the estimate of unknown stiffness parameters of the structure, whose changes over time can be related to the structure’s deterioration and local damage. In this way, suspected areas can be detected and further investigated. In our approach, it is assumed that experimental records are taken at regular intervals by means of shaking tests and/or during micro-seismic activity, so that optimal values of convenient parameters can be determined by solving an inverse problem. The proposed procedure has been applied to the estimate of bulk and shear modules, whose changes denote possible damage due to isotropic and deviatoric stress components, in accordance with the theoretical framework which several damage models are based on. More specifically, we simulated experimental tests on dam structures by assuming some damage at certain locations. Finally, an error indicator was introduced, with the aim of finding an objective measure of the accuracy of the results obtained by solving the inverse problem.
DOI
10.13189/cea.2014.020701
Archivio
http://hdl.handle.net/11368/2809538
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-84903394153
Diritti
metadata only access
Soggetti
  • Dam engineering

  • Damage mechanic

  • Error indicator

  • Finite elements, Kalm...

  • Monitoring

  • Non-destructive test

  • System identification...

Scopus© citazioni
10
Data di acquisizione
Jun 7, 2022
Vedi dettagli
google-scholar
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