A genetic fuzzy radial basis function neural network for structural health monitoring of composite laminated beams

Expert Systems with Applications

Volumn 38, Issue 9, 2011, Pages 11837-11842

  Zheng, Shi Jie ^a   Li, Zheng Qiang ^a   Wang, Hong Tao ^a  

^a NANJING UNIVERSITY OF AERONAUTICS AND ASTRONAUTICS   (China)

Author keywords

Fuzzy logic; Genetic algorithm; RBF neural network; Structural health monitoring

Indexed keywords

GENETIC-FUZZY; GLASS/EPOXY; HYBRID LEARNING ALGORITHM; LAMINATED BEAMS; MODAL FREQUENCY; NETWORK CONNECTION; NEURAL NETWORK LEARNING; RADIAL BASIS FUNCTION NEURAL NETWORKS; RBF NEURAL NETWORK; STRUCTURAL HEALTH;

COMPUTER SIMULATION; FINITE ELEMENT METHOD; FUZZY LOGIC; FUZZY SYSTEMS; GENETIC ALGORITHMS; LEARNING ALGORITHMS; RADIAL BASIS FUNCTION NETWORKS; STEEL SHEET; STRUCTURAL HEALTH MONITORING;

NEURAL NETWORKS;

EID: 79955612435     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2011.03.072     Document Type: Article

References (25)

1. S. Abe, R. Thawonmas, and M. Kayama A fuzzy cluster with ellipsoidal regions for diagnosis problem IEEE Transactions on Systems Man Cybernetics Part C: Applications and Reviews 29 1999 140 149
2. M.Y. Amraoui, and N.A.J. Lieven Laser vibrometry based detection of delaminations in glass epoxy composites Journal of Vibration and Acoustics 126 2004 430 437
3. F.T.K. Au, Y.S. Cheng, L.G. Tham, and Z.Z. Bai Structural damage detection based on a microgenetic algorithm using incomplete and noisy modal test data Journal of Sound and Vibration 259 2003 1081 1094
4. J.C. Bezdek Pattern recognition with fuzzy objective function algorithms 1981 Plenum New York
5. C. Bois, P. Herzog, and C. Hochard Monitoring a delamination in a laminated composite beam using in situ measurements and parametric identification Journal of Sound and Vibration 299 2007 786 805 (Pubitemid 44692290)
6. C.C.H. Borges, H.J.C. Barbosa, and A.C.C. Lemonge A structural damage identification method based on genetic algorithm and vibrational data International Journal for Numerical Methods in Engineering 69 2007 2663 2686 (Pubitemid 46501997)
7. D. Chakraborty Artificial neural network based delamination prediction in laminated composites Materials and Design 26 2005 1 7 (Pubitemid 39538603)
8. R. Ganguli Health monitoring of a helicopter rotor in forward flight using fuzzy logic AIAA Journal 40 2002 2373 2381
9. H.A. Hefny, A.A. Bahnasawi, A.H. Abdel Wahab, and S.I. Shaheen Logical radial basis function networks a hybrid intelligent model for function approximation Advances in Engineering Software 30 1999 407 417
10. J.-S.R. Jang ANFIS: Adaptive-network-based fuzzy inference system IEEE Transactions on Systems, Man, and Cybernetics 23 1993 665 684
11. S.Y. Lee, and S.C. Wooh Waveform-based identification of structural damage using the combined finite element method and microgenetic algorithms Journal of Structural Engineering 131 2005 1464 1472
12. H.-Y. Ling, K.-T. Lau, L. Cheng, and W. Jin Fibre optic sensors for delamination identification in composite beams using a genetic algorithm Smart Materials and Structures 14 2005 287 295 (Pubitemid 40253494)
13. H.O. Nyongesa, A.W. Otieno, and P.L. Rosin Neural fuzzy analysis of delaminated composites from shearography imaging Composite Structures 54 2001 313 318 (Pubitemid 32956856)
14. P.M. Pawar, and R. Ganguli Genetic fuzzy system for online structural health monitoring of composite helicopter rotor blades Mechanical Systems and Signal Processing 21 2007 2212 2236 (Pubitemid 46550766)
15. M.Y. Rafiq, G. Bugmann, and D.J. Easterbrook Neural network design for engineering applications Computers and Structures 79 2001 1541 1552 (Pubitemid 32833069)
16. R.R.K. Reddy, and R. Ganguli Structural damage detection in a helicopter rotor blade using radial basis function neural networks Smart Materials and Structures 12 2003 232 241
17. J.P. Sawyer, and S.S. Rao Structural damage detection and identification using fuzzy logic AIAA J 38 2000 2238 2335
18. M.W. Suh, M.B. Shim, and M.Y. Kim Crack identification using hybrid neuro-genetic technique Journal of Sound and Vibration 238 2000 617 635
19. M.M.R. Taha, and J. Lucero Damage identification for structural health monitoring using fuzzy pattern recognition Engineering Structures 27 2005 1774 1783 (Pubitemid 41179290)
20. S.E. Watkins, G.W. Sanders, F. Akhavan, and K. Chandrashekhara Modal analysis using fiber optic sensors and neural networks for prediction of composite beam delamination Smart Mater. Struct. 11 2002 489 495 (Pubitemid 35017098)
21. S.J. Zheng, X.W. Wang, and W.J. Chen The formulation of a refined hybrid enhanced assumed strain solid shell element and its application to model smart structures containing distributed piezoelectric sensors/actuators Smart Materials and Structures 13 2004 N43 N50
22. S.J. Zheng Finite element analysis of smart structures with piezoelectric sensors/actuators including debonding Chinese Journal of Aeronautics 17 2004 246 250
23. S.J. Zheng, H.T. Wang, and L.F. Liu The novel method of structural health monitoring using FEM and neural networks Materials Science Forum 2005 2099 2102
24. G. Zhou, and L.M. Sim Damage detection and assessment in fibre reinforced composite structures with embedded fibre optic sensors - review Smart Materials and Structures 11 2002 925 939
25. L. Zou, and L. Tong Vibration-based model-dependent damage (delamination) identification and health monitoring for composite structures - a review Journal of Sound and Vibration 230 2000 357 378