Quantification of structural damage with self-organizing maps

Conference Proceedings of the Society for Experimental Mechanics Series

Volumn 7, Issue , 2016, Pages 47-57

  Abdeljaber, Osama ^a   Avci, Onur ^a   Do, Ngoan Tien ^b   Gul, Mustafa ^b   Celik, Ozan ^c   Necati Catbas, F ^c  

^a Qatar University   (Qatar)

^b UNIVERSITY OF ALBERTA   (Canada)

^c University of Central Florida   (United States)

Author keywords

Damage detection; Damage identification; Modal testing; Self organizing maps; Structural health monitoring

Indexed keywords

ALGORITHMS; CONFORMAL MAPPING; DAMAGE DETECTION; DYNAMICS; FINITE ELEMENT METHOD; MODAL ANALYSIS; SELF ORGANIZING MAPS; STRUCTURAL ANALYSIS; STRUCTURAL DYNAMICS;

AMERICAN SOCIETY OF CIVIL ENGINEERS; DAMAGE IDENTIFICATION; EXPERIMENTAL BENCHMARKS; INTERNATIONAL ASSOCIATION; MODAL TESTINGS; STRUCTURAL CONTROL; STRUCTURAL DAMAGES; VIBRATION-BASED DAMAGE DETECTION;

STRUCTURAL HEALTH MONITORING;

EID: 84978674876     PISSN: 21915644     EISSN: 21915652     Source Type: Conference Proceeding    
DOI: 10.1007/978-3-319-29956-3_5     Document Type: Conference Paper

References (11)

1. Catbas, F.N.,Kijewski-Correa, T.,Aktan, A.E.: Structural Identification of Constructed Systems: Approaches, Methods, and Technologies for Effective Proactive of Structural Identification. American Society of Civil Engineers (ASCE) Structural Engineering Institute (SEI), Reston (2013)
2. Gul, M.,Catbas, F.N.: Damage assessment with ambient vibration data using a novel time series analysis methodology. J. Struct. Eng. 137, 1518-1526 (2011)
3. Yan, L.,Elgamal, A.,Cottrell, G.W.: Substructure vibration NARX neural network approach for statistical damage inference. J. Eng. Mech. 139, 737-747 (2013)
4. Yeung, W.T.,Smith, J.W.: Damage detection in bridges using neural networks for pattern recognition of vibration signatures. Eng. Struct. 27, 685-698 (2005)
5. Rhim, J.,Lee, S.W.: A neural network approach for damage detection and identification of structures. Comput. Mech. 16, 437-443 (1995)
6. Arangio, S.,Beck, J.L.: Bayesian neural networks for bridge integrity assessment. Struct. Control Health Monit. 19, 3-21 (2012)
7. Kohonen, T.: Self-Organizing Maps. Springer, Berlin (2001)
8. Avci, O.,Abdeljaber, O.: Self-organizing maps for structural damage detection: a novel unsupervised vibration-based algorithm. ASCE J. Perform. Constr. Facil. 04015043 (2015). doi: 10.1061/(ASCE)CF.1943-5509.0000801
9. Dyke SJ, Bernal D, Beck J, Ventura C. Phase II experimental structural health monitoring benchmark problem. ASCE Engineering Mechanics Conference. WA, (2003)
10. Abaqus/CAE version 6.12-1. Providence, Rhode Island, Dassault Systèmes, (2012)
11. MATLAB version 8.1.0.604. MathWorks, Natick