A comparative study on crack identification of structures from the changes in natural frequencies using GA and PSO

Engineering Computations (Swansea, Wales)

Volumn 31, Issue 7, 2014, Pages 1514-1531

  Mohan, S C ^a   Yadav, Amit ^a   Maiti, Dipak Kumar ^a   Maity, Damodar ^a  

^a INDIAN INSTITUTE OF TECHNOLOGY   (India)

Author keywords

Finite element analysis; Genetic algorithm; Natural frequency; Optimization; Particle swarm optimization; Structural crack identification

Indexed keywords

AIRCRAFT; AIRCRAFT DETECTION; CORROSION; CRACK DETECTION; DAMAGE DETECTION; FINITE ELEMENT METHOD; FRACTURE MECHANICS; GENETIC ALGORITHMS; NATURAL FREQUENCIES; OPTIMIZATION; PARTICLE SWARM OPTIMIZATION (PSO); STRUCTURAL HEALTH MONITORING; STRUCTURAL OPTIMIZATION;

AIRCRAFT INDUSTRIES; COMPARATIVE STUDIES; CRACK IDENTIFICATION; DESIGN/METHODOLOGY/APPROACH; DYNAMIC CHARACTERISTICS; ECONOMIC IMPLICATIONS; INSPECTION TECHNIQUE; STRUCTURAL HEALTH MONITORING SYSTEMS;

FAILURE (MECHANICAL);

EID: 84937546136     PISSN: 02644401     EISSN: None     Source Type: Journal    
DOI: 10.1108/EC-02-2013-0061     Document Type: Article

References (34)

1. Au, F.T.K., Cheng, Y.S., Tham, L.G. and Bai, Z.Z. (2003), "Structural damage detection based on a micro-genetic algorithm using incomplete and noisy modal test data", Journal of Sound and Vibration, Vol. 259 No. 5, pp. 1081-1094.
2. Cawley, P. and Adams, R.D. (1979), "The location of defects in structures from measurements of natural frequencies", The J Strain Analysis for Engineering Design, Vol. 14 No. 2, pp. 49-57.
3. Coello, C. and Luna, E. (2003), "Use of particle swarm optimization to design combinational logic circuits", 5th International Conference on Evolvable Systems : From Biology to Hardware, ICES, Lecture Notes in Computer Science, Springer, Trondheim, pp. 398-409.
4. Dado, M.H. and Shpli, O.A. (2003), "Crack parameter estimation in structures using finite element modeling", International Journal of Solids and Structures, Vol. 40 No. 20, pp. 5389-5406.
5. Fang, X., Luo, H. and Tang, J. (2005), "Structural damage detection using neural network with learning rate improvement", Computers and Structures, Vol. 83 No. 25, pp. 2150-2161.
6. Fourie, P. and Groenwold, A. (2001), "The particle swarm optimization in topology optimization", Paper No. 154, Fourth World Congress of Structural and Multidisciplinary Optimization, Dalian.
7. Fourie, P. and Groenwold, A. (2002), "The particle swarm optimization algorithm in size and shape optimization", Struct Multidiscip Optimiz, Vol. 23 No. 4, pp. 259-267.
8. Gomes, H.M. and Silva, N.R.S. (2008), "Some comparisons for damage detection on structures using genetic algorithms and modal sensitivity method", Applied Mathematical Modeling, Vol. 32 No. 11, pp. 2216-2232.
9. Hao, H. and Xia, Y. (2002), "Vibration-based damage detection of structures by genetic algorithm", J. Comput. Civ. Eng., Vol. 16 No. 3, pp. 222-229.
10. He, Y., Guo, D. and Chu, F. (2001), "Using genetic algorithm and finite element methods to detect shaft crack for rotor-bearing system", Mathematics and Computers in Simulation, Vol. 57 No. 1, pp. 95-108.
11. Hu, X., Eberhart, R. and Shi, Y. (2003), "Engineering optimization with particle swarm", IEEE Swarm Intelligence Symposium, Indianapolis, IN, pp. 53-57.
12. Jiang, S.F., Zhang, C.M. and Koh, C.G. (2006), "Structural damage detection by integrating data fusion and probabilistic neural network", Advances in Structural Engineering, Vol. 9 No. 4, pp. 445-458.
13. Kennedy, J. and Eberhart, R. (1995), "Particle swarm optimization", Proc. IEEE International Conference on Neural Networks (Perth), IEEE Service Center, Vol. 4, Piscataway, NJ, pp. 1942-1948.
14. Maity, D. and Saha, A. (2004), "Damage assessment in structure from changes in static parameter using neural networks", Sadhana, Journal of the Indian Academy of Sciences, Vol. 29 No. 3, pp. 315-327.
15. Maity, D. and Tripathi, R.R. (2005), "Damage assessment of structures from changes in natural frequencies using genetic algorithm", Structural Engineering and Mechanics - An International Journal, Vol. 19 No. 1, pp. 21-42.
16. Mares, C. and Surace, C. (1996), "An application of genetic algorithms to identify damage in elastic structures", Journal of Sound and Vibration, Vol. 195 No. 2, pp. 195-215.
17. Narayan, K.L. and Jebaraj, C. (1999), "Sensitivity analysis of local/global modal parameters for identification of a crack in a beam", Journal of Sound and Vibration, Vol. 228 No. 5, pp. 977-994.
18. Ostachowicz, W. and Krawczuk, M. (1991), "Analysis of the effect of cracks on the natural frequencies of a cantilever beam", Journal of Sound and Vibration, Vol. 150 No. 2, pp. 191-201.
19. Ostachowicz, W. and Krawczuk, M. (2001), "On modelling of structural stiffness loss due to damage", 4th International Conference on Damage Assessment of Structures, Cardiff, pp. 185-199.
20. Pandey, A.K. and Biswas, M. (1994), "Damage detection in structures using change in flexibility", Journal of Sound and Vibration, Vol. 169 No. 1, pp. 3-17.
21. Pandey, A.K., Biswas, M. and Samman, M.M. (1991), "Damage detection from changes in curvature mode shapes", Journal of Sound and Vibration, Vol. 145 No. 2, pp. 321-332.
22. Perera, R. and Torres, R. (2006), "Structural damage detection via modal data with genetic algorithms", J Struct Eng., Vol. 132 No. 9, pp. 1491-1501.
23. Ratcliffe, C.P. (1997), "Damage detection using a modified Laplacian operator on mode shape data", Journal of Sound and Vibration, Vol. 204 No. 3, pp. 505-517.
24. Rizos, P.F., Aspragathos, N. and Dimarogonas, A.D. (1990), "Identification of crack location and magnitude in a cantilever beam from the vibration modes", Journal of Sound and Vibration, Vol. 138 No. 3, pp. 381-388.
25. Sahoo, B. and Maity, D. (2007), "Damage assessment of structures using hybrid neuro-genetic algorithm", Applied Soft Computing, Vol. 7 No. 1, pp. 89-104.
26. Salawu, O.S. (1997), "Detection of structural damage through changes in frequency : A review", Engineering Structures, Vol. 19 No. 9, pp. 718-723.
27. Shen, M.H.H. and Taylor, J.E. (1991), "An identification problem for vibrating cracked beams", Journal of Sound and Vibration, Vol. 150 No. 3, pp. 457-484.
28. Sinha, J.K., Friswell, M.I. and Edwards, S. (2002), "Simplified model for the location of cracks in beam structures using measured vibration data", Journal of Sound and vibration, Vol. 251 No. 1, pp. 13-38.
29. Tripathi, R.R. and Maity, D. (2004), "Damage assessment of structure from changes in curvature damage factor using neural network", Indian Journal of Engineering and Materials Sciences, Vol. 11 No. 5, pp. 369-377.
30. Wu, X., Ghaboussi, J. and Garrett, J.H. (1992), "Use of neural networks in detection of structural damage", Computers and Structures, Vol. 42 No. 2, pp. 649-659.
31. Zapico, J.L., Gonzalez, M.P. and Worden, K. (2003), "Damage assessment using neural networks", Mechanical Systems and Signal Processing, Vol. 17 No. 1, pp. 119-125.
32. Zheng, Y., Ma, L., Zhang, L. and Qian, J. (2003), "Robust PID controller design using particle swarm optimizer", IEEE International Symposium on Intelligence Control, pp. 974-979.
33. Christides, S. and Barr, A.D.S. (1984), "One-dimensional theory of cracked Bernoulli-Euler beams", International Journal of Mechanical Sciences, Vol. 26 No. 11, pp. 639-648.
34. Zhang, W., Liu, M. and Clerc, Y. (2003), "An adaptive PSO algorithm for reactive power optimization", Sixth International Conference on Advances in Power System Control, Operation and Management (APSCOM), Hong Kong, pp. 302-307.