Damage indicator defined as the distance between ARMA models for structural health monitoring

Li Haitao, Akira Mita

Research output: Contribution to journalArticle

40 Citations (Scopus)

Abstract

A new damage indicator denoted by the distance between ARMA models is proposed in this paper to identify structural damage including its location and severity. Two definitions are introduced as the distance, either the cepstral metric or subspace angles of ARMA models. However, the accuracy is deteriorated when the multiple inputs have strong correlations. To overcome this difficulty, a pre-whitening filter is applied. Thus, the proposed damage indicator is applicable for varieties of excitation types in civil engineering, such as wind, traffic loading and earthquake excitations. A five-storey building model is used for performance verification when subjected to different excitations. Ambient force and earthquake input have been used as excitations acting on the structure. Two calculating methods of the proposed damage indicators are both evaluated. When the excitations are mutually correlated, by using the pre-whitening filter, the damage identification ability of the proposed damage indicator improves significantly, especially for damage localization. The damage indicator increases monotonically with damage severity, which provides the potential for damage quantification.

Original languageEnglish
Pages (from-to)992-1005
Number of pages14
JournalStructural Control and Health Monitoring
Volume15
Issue number7
DOIs
Publication statusPublished - 2008 Nov 1

Keywords

  • ARMA model
  • Cepstral metric
  • Damage indicator
  • Pre-whitening filter
  • Subspace angle

ASJC Scopus subject areas

  • Civil and Structural Engineering
  • Building and Construction
  • Mechanics of Materials

Fingerprint Dive into the research topics of 'Damage indicator defined as the distance between ARMA models for structural health monitoring'. Together they form a unique fingerprint.

  • Cite this