Damage detection on a three-storey steel frame using artificial neural networks and genetic algorithms

Meccanica

Volumn 50, Issue 3, 2015, Pages 875-886

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

^a UNIVERSITY OF FLORENCE   (Italy)

Author keywords

Artificial neural networks; Damage detection; Genetic algorithms; Operational modal analysis; Steel frame structures; Structural health monitoring

Indexed keywords

ALGORITHMS; FINITE ELEMENT METHOD; GENETIC ALGORITHMS; MODAL ANALYSIS; NEURAL NETWORKS; STEEL CONSTRUCTION; STRUCTURAL ANALYSIS; STRUCTURAL FRAMES; STRUCTURAL HEALTH MONITORING;

AMBIENT VIBRATIONS; EXPERIMENTAL INVESTIGATIONS; FRAME STRUCTURE; NETWORK-BASED APPROACH; NEURAL NETWORKS AND GENETIC ALGORITHMS; OPERATIONAL MODAL ANALYSIS; OPTIMIZATION ALGORITHMS; STRUCTURAL DAMAGE IDENTIFICATION;

DAMAGE DETECTION;

EID: 84997449173     PISSN: 00256455     EISSN: 15729648     Source Type: Journal    
DOI: 10.1007/s11012-014-0085-9     Document Type: Article

References (24)

1. Rytter A (1993) Vibration based inspections of civil engineering structures. PhD Thesis, Department of Building Technology and Structural Engineering, University of Aalborg, Denmark
2. Friswell MI, Mottershead JE (1995) Finite element model updating in structural dynamics. Kluwer, Boston
3. Moaveni B, Stavridis A, Lombaert G, Conte J, Shing P (2013) Finite-element model updating for assessment of progressive damage in a 3-story infilled RC frame. ASCE J Struct Eng 139:1665–1674
4. Mottershead JE, Friswell MI (1993) Model updating in structural dynamics: a survey. J Sound Vib 167(2):347–375
5. Yu L, Yin T (2010) Damage identification in frame structures based on FE model updating. J Vib Acoust 132(5):051007
6. Carden E, Fanning P (2004) Vibration based condition monitoring: a review. Struct Health Monit 3(4):355–377
7. Sohn H, Farrar CR, Hemez FM, Shunk DD, Stinemates DW, Nadler BR (2003) A review of structural health monitoring literature: 1996–2001. Los Alamos National Laboratory Report, LA-13976-MS
8. Alvandi A, Cremona C (2006) Assessment of vibration-based damage identification techniques. J Sound Vib 292:179–202
9. Salawu OS (1997) Detection of structural damage through changes in frequency: a review. Eng Struct 19(9):718–723
10. Farrar CR, Baker WE, Bell TM, Cone KM, Darling TW, Duffey TA, Eklund A, Migliori A (1994) Dynamic characterization and damage detection in the I-40 bridge over the Rio Grande. Los Alamos National Laboratory Report, LA-12767-MS
11. Johnson EA, Lam HF, Katafygiotis LS, Beck JL (2004) Phase I IASC-ASCE structural health monitoring benchmark using simulated data. ASCE J Eng Mech ASCE 130(1):3–15
12. Casciati S (2010) Statistical approach to a SHM benchmark problem. Smart Struct Syst 6(1):17–27
13. Faravelli L, Materazzi F, Rarina M (2005) Genetic algorithms for structural identification. In: Proceedings of ICOSSAR 2005, Roma
14. Casciati S (2008) Stiffness identification and damage localization via differential evolution algorithms. Struct Control Health Monit 15(3):436–449
15. Mares C, Surace C (1996) An application of genetic algorithms to identify damage in elastic structures. J Sound Vib 195(2):195–215
16. Brincker R, Zhang L, Andersen P (2001) Modal identification of output-only systems using frequency domain decomposition. Smart Mater Struct 10:441–445
17. Facchini L, Betti M, Biagini P (2008) Studi recenti nell’identificazione ‘output only’ di strutture vibranti mediante l’impiego di reti neurali. Atti del 3° Workshop sui Problemi di vibrazioni nelle strutture civili e nelle costruzioni meccaniche. Perugia
18. Facchini L, Betti M, Biagini P (2014) Neural network based modal identification of structural systems through output-only measurement. Comput Struct 138(1):183–194
19. Bishop CM (1995) Neural networks for pattern recognition. Oxford University Press, Oxford
20. Holland JH (1975) Adaptation in natural and artificial systems. MIT Press, Cambridge
21. Friswell MI, Penny JET, Garvey SD (1998) A combined genetic and eigensensitivity algorithm for the location of damage in structures. Comput Struct 69(5):547–556
22. Abdel Wahab MM, De Roeck G (1999) Damage detection in bridges using modal curvatures: application to a real damage scenario. J Sound Vib 226(2):217–235
23. Perera R, Torres R (2006) Structural damage detection via modal data with genetic algorithms. ASCE J Struct Eng 132(9):1491–1501
24. Hong H, Xia Y (2002) Vibration-based damage detection of structures by genetic algorithm. J Comput Civ Eng 16(3):222–229