lnu.sePublications
Change search
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf
Structural Health Monitoring with Self-Organizing Maps and Artificial Neural Networks
Qatar University, Qatar.
Qatar University, Qatar.ORCID iD: 0000-0003-0530-9552
University of Michigan, USA.
University of Michigan, USA.
2020 (English)In: Topics in Modal Analysis & Testing: Proceedings of the 37th IMAC, A Conference and Exposition on Structural Dynamics 2019, Springer, 2020, p. 237-246Conference paper, Published paper (Other academic)
Abstract [en]

The use of self-organizing maps and artificial neural networks for structural health monitoring is presented in this paper. The authors recently developed a nonparametric structural damage detection algorithm for extracting damage indices from the ambient vibration response of a structure. The algorithm is based on self-organizing maps with a multilayer feedforward pattern recognition neural network. After the training of the self-organizing maps, the algorithm was tested analytically under various damage scenarios based on stiffness reduction of beam members and boundary condition changes of a grid structure. The results indicated that proposed algorithm can successfully locate and quantify damage on the structure.

Place, publisher, year, edition, pages
Springer, 2020. p. 237-246
National Category
Other Civil Engineering
Research subject
Technology (byts ev till Engineering), Civil engineering
Identifiers
URN: urn:nbn:se:lnu:diva-89754DOI: 10.1007/978-3-030-12684-1_24Scopus ID: 2-s2.0-85065980544ISBN: 978-3-030-12683-4 (print)ISBN: 978-3-030-12684-1 (electronic)OAI: oai:DiVA.org:lnu-89754DiVA, id: diva2:1362692
Conference
The 37th IMAC, A Conference and Exposition on Structural Dynamics, 28-31 January, 2019, Orlando, USA
Available from: 2019-10-21 Created: 2019-10-21 Last updated: 2024-09-03Bibliographically approved

Open Access in DiVA

No full text in DiVA

Other links

Publisher's full textScopus

Authority records

Abdeljaber, Osama

Search in DiVA

By author/editor
Abdeljaber, Osama
Other Civil Engineering

Search outside of DiVA

GoogleGoogle Scholar

doi
isbn
urn-nbn

Altmetric score

doi
isbn
urn-nbn
Total: 129 hits
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf