Neural network based modal identification of structural systems through output-only measurement

Computers and Structures

Volumn 138, Issue , 2014, Pages 183-194

  Facchini, Luca ^a   Betti, Michele ^a   Biagini, Paolo ^a  

^a UNIVERSITY OF FLORENCE   (Italy)

Author keywords

Artificial neural network; Health monitoring; Modal identification; Spectral tensor; Steel frame structures; Stochastic subspace identification

Indexed keywords

EIGENVALUES AND EIGENFUNCTIONS; STEEL CONSTRUCTION; STOCHASTIC SYSTEMS; STRUCTURAL FRAMES; STRUCTURAL HEALTH MONITORING; TENSORS;

FREQUENCY DEPENDENT; HEALTH MONITORING; LIKELIHOOD FUNCTIONS; MODAL IDENTIFICATION; OUTPUT-ONLY MODAL IDENTIFICATION; STEEL FRAME STRUCTURES; STOCHASTIC SUBSPACE IDENTIFICATION; STRUCTURAL RESONANCE;

NEURAL NETWORKS;

EID: 84899913871     PISSN: 00457949     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compstruc.2014.01.013     Document Type: Article

References (23)

1. J.J. del Coz Diaz, J.M. Adam, A.L. Martínez-Luengas, and F.P. Álvarez Rabanal Collapse of a masonry wall in an industrial building: diagnosis by numerical modeling J Perform Constr Facil 27 2013 65 76
2. W. Ren, and G. De Roeck Structural damage identification using modal data. I: Simulation verification J Struct Eng 128 2002 87 95 (Pubitemid 34125171)
3. W. Ren, and G. De Roeck Structural damage identification using modal data. II: Test verification J Struct Eng 128 2002 96 104 (Pubitemid 34125172)
4. E. Carden, and P. Fanning Vibration based condition monitoring: a review Struct Health Monit 3 4 2004 355 377
5. R. Brincker, L. Zhang, and P. Andersen Modal identification of output-only systems using frequency domain decomposition Smart Mater Struct 10 2001 441 445 (Pubitemid 32637024)
6. G. Bartoli, L. Facchini, M. Pieraccini, M. Fratini, and C. Atzeni Experimental utilization of interferometric radar techniques for structural monitoring Struct Control Health Monit 15 3 2008 283 298 (Pubitemid 351561497)
7. M. Fratini, M. Pieraccini, M. Betti, G. Bartoli, and A. Atzeni Assessment of vibration reduction on the Baptistery of San Giovanni in Florence (Italy) after vehicular traffic block J Cult Heritage 12 3 2011 323 328
8. Facchini L, Betti M, Biagini P. Neural networks for output-only parameter identification. In: Schrefler BA, Perego U, editors. 8th World congress on computational mechanics (WCCM8) & 5th European congress on computational methods in applied sciences and engineering (ECCOMAS 2008), Venice, Italy, June 30-July 4, 2008.
9. Facchini L, Betti M, Biagini P. Studi recenti nell'identificazione 'output only' di strutture vibranti mediante l'impiego di reti neurali. In: Materazzi AL, Breccolotti M, Cluni F, Ubertini F, Venanzi I, editors. 3 Workshop sui Problemi di vibrazioni nelle strutture civili e nelle costruzioni meccaniche, Perugia, Italy, September 11-12, 2008 (in Italian).
10. Sohn H, Farrar CR, Hemez FM, Shunk DD, Stinemates DW, Nadler BR. A review of structural health monitoring literature: 1996-2001, Los Alamos National Laboratory, Report, LA-13976-MS, 2003.
11. A. Alvandi, and C. Cremona Assessment of vibration-based damage identification techniques J Sound Vibr 292 2006 179 202 (Pubitemid 43253685)
12. J.S. Bendat, and A.G. Piersol Engineering applications of correlation and spectral analysis 1993 Wiley, Interscience
13. B. Peeters, and G. De Roeck Reference-based stochastic subspace identification for output-only modal analysis Mech Syst Signal Process 13 6 1999 855 878 (Pubitemid 30515442)
14. B. Peeters, and G. De Roeck Stochastic system identification for operational modal analysis: a review J Dyn Syst Measure Control 123 4 2001 659 667 (Pubitemid 33715996)
15. F. Magalhaes, E. Caetano, and A. Cunha Challenges in the application of stochastic modal identification methods to a cable-stayed bridge J Bridge Eng 12 6 2007 746 754 (Pubitemid 47587977)
16. D.B. Percival, and A. T Walden Spectral analysis for physical applications 1993 Cambridge University Press Cambridge
17. Brincker R, Zhang L, Andersen P. Modal identification from ambient responses using frequency domain decomposition. In: Proceedings of the 18th international modal analysis conference, San Antonio, USA, 2000.
18. A. Deraemaeker, E. Reynders, G. De Roeck, and J. Kulla Vibration-based structural health monitoring using output-only measurements under changing environment Mech Syst Signal Process 22 2008 34 56 (Pubitemid 350008021)
19. C.M. Bishop Neural networks for pattern recognition 1995 Oxford University Press Oxford
20. J. Garzón-Roca, C. Obrer, and J.M. Adam Compressive strength of masonry made of clay bricks and cement mortar: estimation based on neural networks and fuzzy logic Eng Struct 48 2013 21 27
21. J. Garzón-Roca, J.M. Adam, C. Sandoval, and P. Roca Estimation of the axial behaviour of masonry walls based on artificial neural networks Comput Struct 125 2013 145 152
22. M. Mehrjoo, N. Khaji, H. Moharrami, and A. Bahreininejad Damage detection of truss bridge joints using artificial neural networks Expert Syst Appl 35 3 2008 1122 1131
23. Kůrková V, Sanguineti M. Can two hidden layers make a difference? In: Proceedings of 11th international conference on adaptive and natural computing algorithms, ICANNGA 2013, Lausanne, Switzerland, April, 2013.