Structure damage detection using neural network with multi-stage substructuring

Advances in Structural Engineering

Volumn 13, Issue 1, 2010, Pages 95-110

  Bakhary, Norhisham ^a   Hao, Hong ^b   Deeks, Andrew ^b  

^a UNIVERSITI TEKNOLOGI MALAYSIA   (Malaysia)

^b UNIVERSITY OF WESTERN AUSTRALIA   (Australia)

Author keywords

Damage detection; Modal data; Neural networks; Substructure

Indexed keywords

ARTIFICIAL NEURAL NETWORK; COMPLEX STRUCTURE; COMPUTATIONAL EFFORT; DEGREES OF FREEDOM; DIFFERENT DAMAGES; LOCAL DAMAGE; MODAL DATA; MODAL PARAMETERS; MODE SHAPES; MULTI-STAGE; PORTAL FRAME; STRUCTURAL DAMAGES; STRUCTURE DAMAGE DETECTION; SUBSTRUCTURE TECHNIQUE; SUBSTRUCTURING; VIBRATION PARAMETERS;

CONCRETE BLOCKS; CONCRETE SLABS; LOCATION; MODAL ANALYSIS; NEURAL NETWORKS; STRUCTURAL ANALYSIS; STRUCTURAL MEMBERS;

DAMAGE DETECTION;

EID: 77950598707     PISSN: 13694332     EISSN: None     Source Type: Journal    
DOI: 10.1260/1369-4332.13.1.95     Document Type: Article

References (20)

1. Bakhary, N., Hao, H. and Deeks A. (2007). "Damage detection using artificial neural network with consideration of uncertainties", Engineering Structures, Vol.29, No.11, pp. 2806-2815. (Pubitemid 47629839)
2. Barai, S.V. and Pandey, A.K. (1995). "Vibration signature analysis using artificial neural network", Journal of Computing in Civil Engineering, Vol.9, No.4, pp. 259-265.
3. Cawley, P. and Adams, R.D. (1979). "The location of defects in structures from measurements of natural frequencies", Journal of Strain Analysis, Vol.14, No.2, pp. 49-57. (Pubitemid 9470243)
4. Chang, C.C., Chang, T.Y.P. and Xu, Y.G. (2000). "Structural damage detection using an iterative neural network", Journal of Intelligence Material Systems and Structure, Vol.11, No.1, pp. 32-42. (Pubitemid 32188731)
5. Chen, Y.M. and Lee, M.L.. (2002). "Neural networks-based scheme for system failure detection and diagnosis", Mathematics and Computers in Simulation, Vol.58, No.2, pp. 101-109.
6. Hurty, W.C. (1964). "Dynamic analysis of structural systems using component modes", AIAA Journal, Vol.3, No.4, pp. 678-684.
7. Ko, J.M., Sun, Z.G. and Ni, Y.Q. (2002). "Multi-stage identification scheme for detecting damage in cable-stayed Kap Shui Mun bridge", Engineering Structures, Vol.24, No.7, pp. 857-868.
8. Koh, C.G., Hong, B. and Liaw, C.Y. (2003). "Substructural and progressive structural identification method", Engineering Structures, Vol.25, No.12, pp. 1551-1563. (Pubitemid 36965349)
9. Lee, J.W., Kim, J.D., Yun, C.B., Yi, J.H. and Shim, J.M. (2002). "Health-monitoring method for bridges under ordinary traffic loadings", Journal of Sound and Vibration, Vol.257, No.2, pp. 247-264.
10. Ni, Y.Q., Zhou, X.T., Ko, J.M. and Wang, B.S. (2000). "Vibrationbased damage localization in Ting Kau Bridge using probabilistic neural network", in Advances in Structural Dynamics, Hong Kong.
11. Oreta, W.C. and Tanabe, T. (1994). "Element identification of member properties of framed structures", Journal of Structural Engineering, ASCE, Vol.120, No.7, pp. 1961-1976.
12. Pillai, P. and Shankar, K. (2008). "A hybrid neural network strategy for identification of structural parameters", Journal of Structure and Infrastructure Engineering, Vol.15, No.1, pp. 1-13.
13. Worden, K. (1997). "Structural fault detection using novelty measure", Journal of Sound and Vibration, Vol.201, No.1, pp. 85-101. (Pubitemid 127401875)
14. Wu, X., Ghaboussi, J. and Garrett, J.H. (1992). "Use of neural networks in detection of structural damage", Computers & Structures, Vol.42, No.4, pp. 649-659.
15. Xu, H. and Humar, J. (2006). "Damage detection in a girder bridge by artificial neural network technique", Computer-Aided and Infrastructure Engineering, Vol.21, No.6, pp. 450-464. (Pubitemid 43750577)
16. Yuen, K.V. and Katafygiotis, L.S. (2006). "Substructure identification and health monitoring using noisy response measurement only", Computer-Aided and Infrastructure Engineering, Vol.21, No.4, pp. 280-291. (Pubitemid 43349338)
17. Yun, C.B. and Bahng, E.Y. (2000). "Substructural identification using neural networks", Computers & Structures, Vol.77, No.1, pp. 41-52.
18. Xia, Y. and Hao, H. (2003). "Statistical damage identification of structures with frequency changes", Journal of Sound and Vibration, Vol.263, No.4, pp. 853-870.
19. Zapico, J.L., Gonzalez, M.P. and Worden, K. (2003). "Damage assessment using neural network", Mechanical Systems and Signal Processing, Vol.17, No.1, pp. 119-125.
20. Zhao, J., Ivan, J.N. and DeWolf, J.T. (1998). "Structural damage detection using artificial neural network", Journal of Infrastructure Systems, ASCE, Vol.4, No.3, pp. 93-101. (Pubitemid 28540172)