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University of Illinois at Urbana-Champaign

Structural Damage Detection and Assessment From Spatially Sparse and Noise -Polluted Modal Response

Abstract

dc:description

A global damage detection and assessment algorithm is developed based on a parameter estimation method using the measured modal response of a structure. Damage is characterized by a reduction in a constitutive property of a parameterized finite-element model of the structure between two discrete time inferences. A parameter group-updating scheme is proposed to localize damage in a structural system taking into account the multiplicity of parameter estimation solutions arising from using spatially sparse and noise-polluted data. A unified approach, based on the random starting point scheme and the optimum sensitivity method, for determining solution clustering is used to find multiple solutions and to assess the sensitivity of parameter estimates to noise. The best solution cluster, indicated by the lowest objective, is used as a basis for group subdivision at each level of the damage localization process. The statistical distribution of the element parameters of the damaged and the associated baseline structure is used to assess the severity of damage at the potential damage sites. The proposed damage detection and assessment procedure is tested with a certain set of simulation case studies using a planar bridge truss and a three-dimensional tower truss as the model problems.

Degree

thesis:*
Name thesis:degree_name
Ph.D.
Level thesis:degree_level
Dissertation
Discipline thesis:degree_discipline
Civil Engineering
Grantor
University of Illinois at Urbana-Champaign
Year dc:date
2001

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Pothisiri, Thanyawat
Contributors dc:contributor
  • Hjelmstad, Keith D.

Subjects

dc:subject × 1

Rights

Language dc:language
eng

Identifiers

dc:identifier.*
Identifier
(MiAaPQ)AAI3017184
OAI identifier oai:identifier
oai:www.ideals.illinois.edu:2142/83155

Chain of custody

source
Harvested from
University of Illinois - Urbana-Champaign
Base URL
www.ideals.illinois.edu/oai-pmh
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
citation

Pothisiri, Thanyawat. Structural Damage Detection and Assessment From Spatially Sparse and Noise -Polluted Modal Response. Dissertation thesis, University of Illinois at Urbana-Champaign, 2001. http://hdl.handle.net/2142/83155