Damage detection in CFRP composite beams based on vibration analysis using proper orthogonal decomposition method with radial basis functions and cuckoo search algorithm
Source abstract
Abstract
Abstract This paper presents a new fast approach for crack identification using vibration analysis based on model reduction using proper orthogonal decomposition method with radial basis function (POD-RBF). The method is formulated as an inverse problem for detecting the position, length and depth of crack in Carbon Fibre Reinforced Polymer (CFRP) composite structures, where Genetic and Cuckoo search algorithms are used to minimize the cost function based on numerical and experimental natural frequencies. The results show that the POD-RBF combined with Cuckoo search algorithm is an efficient and a feasible methodology of predicting the width, depth and position of double rectangular notches in CFRP beams. The stability of this technique is tested by introducing a white Gaussian noise in the frequencies data input. The results show that the proposed approach is stable when the noise level is lower than 6%.
Source: openaire · Quality: candidate unverified · Source record ↗
Research context
OpenAlex topics: Structural Health Monitoring Techniques · Ultrasonics and Acoustic Wave Propagation · Structural Integrity and Reliability Analysis
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (52)
Show source-provided references
1. Modeling damage in polymeric composites10.1016/j.compositesb.2007.02.001 ↗
2. Structural damage identification from dynamic-test data10.1061/(ASCE)0733-9445(1994)120:8(2437) ↗
3. A reflection on the application of vibration tests for the assessment of cracking in PRC/RC beams10.1016/j.engstruct.2012.09.022 ↗
4. Crack identification using model reduction based on proper orthogonal decomposition coupled with radial basis functions10.1007/s00158-016-1400-y ↗
5. Application of proper orthogonal decomposition and radial basis functions for crack size estimation using particle swarm optimization10.1088/1742-6596/842/1/012014 ↗
6. Damage detection and localization in composite beam structures based on vibration analysis
7. Multiple damage detection and localization in beam-like and complex structures using co-ordinate modal assurance criterion combined with firefly and genetic algorithms
8. Multiple damage detection in composite beams using Particle Swarm Optimization and Genetic Algorithm
9. Extending a radial point interpolation meshless method to non-local constitutive damage models10.1016/j.tafmec.2016.08.008 ↗
10. One-dimensional theory of cracked Bernoulli-Euler beams10.1016/0020-7403(84)90017-1 ↗
11. Notched CFRP laminates under vibration10.1016/j.compstruct.2014.11.062 ↗
12. Vibration of CFRP cantilever beam with damage10.1016/j.compstruct.2014.04.027 ↗
13. Damage detection in repairs using frequency response techniques10.1016/j.compstruct.2008.05.010 ↗
14. Disbond detection in adhesively bonded composite structures using vibration signatures10.1016/j.compstruct.2006.04.055 ↗
15. Vibration analysis on a composite beam to identify damage and damage severity using finite element method
16. Modeling of wave propagation in plate structures using three-dimensional spectral element method for damage detection10.1016/j.jsv.2008.09.005 ↗
17. Experimental and computational studies on progressive failure analysis of notched cross-ply CFRP composite
18. Numerical investigation of a new damage detection method based on proper orthogonal decomposition10.1016/j.ymssp.2005.12.007 ↗
19. Proper orthogonal decomposition (POD) of a class of vibroimpact oscillations10.1006/jsvi.2000.3264 ↗
20. On proper orthogonal co-ordinates as indicators of modal activity10.1006/jsvi.2001.4120 ↗
21. Feature extraction using auto-associative neural networks10.1088/0964-1726/13/1/025 ↗
22. Detection of material interfaces using a regularized level set method in piezoelectric structures10.1080/17415977.2015.1017485 ↗
23. Detection of multiple flaws in piezoelectric structures using XFEM and level sets10.1016/j.cma.2014.03.001 ↗
24. Isogeometric analysis of functionally graded carbon nanotube reinforced composite nanoplates using modified couple stress theory10.1016/j.compstruct.2017.10.025 ↗
25. An isogeometric finite element approach for thermal bending and buckling analyses of laminated composite plates10.1016/j.compstruct.2017.07.056 ↗
26. An isogeometric approach for size-dependent geometrically nonlinear transient analysis of functionally graded nanoplates10.1016/j.compositesb.2017.03.012 ↗
27. Size-dependent isogeometric analysis of functionally graded carbon nanotube-reinforced composite nanoplates10.1016/j.compstruct.2017.01.049 ↗
28. A refined quasi-3D isogeometric analysis for functionally graded microplates based on the modified couple stress theory10.1016/j.cma.2016.10.002 ↗
29. Vibration analysis of cracked FGM plates using higher-order shear deformation theory and extended isogeometric approach10.1016/j.ijmecsci.2015.03.003 ↗
30. Nonlinear transient isogeometric analysis of smart piezoelectric functionally graded material plates based on generalized shear deformation theory under thermo-electro-mechanical loads
31. An efficient computational approach for control of nonlinear transient responses of smart piezoelectric composite plates10.1016/j.ijnonlinmec.2015.06.003 ↗
32. Analysis of laminated composite plates integrated with piezoelectric sensors and actuators using higher-order shear deformation theory and isogeometric finite elements10.1016/j.commatsci.2014.04.068 ↗
33. Isogeometric analysis of functionally graded carbon nanotube-reinforced composite plates using higher-order shear deformation theory10.1016/j.compstruct.2014.12.021 ↗
34. Geometrically nonlinear isogeometric analysis of laminated composite plates based on higher-order shear deformation theory10.1016/j.ijnonlinmec.2015.02.007 ↗
35. Isogeometric analysis for nonlinear thermomechanical stability of functionally graded plates10.1016/j.compstruct.2016.01.001 ↗
36. A generalized layerwise higher-order shear deformation theory for laminated composite and sandwich plates based on isogeometric analysis10.1007/s00707-015-1547-4 ↗
37. A simple four-unknown shear and normal deformations theory for functionally graded isotropic and sandwich plates based on isogeometric analysis10.1016/j.compstruct.2015.11.066 ↗
38. A level-set based IGA formulation for topology optimization of flexoelectric materials10.1016/j.cma.2016.09.029 ↗
39. Cracking particles: a simplified meshfree method for arbitrary evolving cracks10.1002/nme.1151 ↗
40. A simple and robust three-dimensional cracking-particle method without enrichment10.1016/j.cma.2010.03.031 ↗
41. Dual-horizon peridynamics: A stable solution to varying horizons10.1016/j.cma.2016.12.031 ↗
42. Dual-horizon peridynamics10.1002/nme.5257 ↗
43. Damage and fracture algorithm using the screened Poisson equation and local remeshing10.1016/j.engfracmech.2015.10.042 ↗
44. Steiner-point free edge cutting of tetrahedral meshes with applications in fracture10.1016/j.finel.2017.05.001 ↗
45. Element-wise fracture algorithm based on rotation of edges10.1016/j.engfracmech.2013.06.006 ↗
46. Finite strain fracture of 2D problems with injected anisotropic softening elements10.1016/j.tafmec.2014.06.006 ↗
47. Proper orthogonal decomposition and its applications—Part I: Theory10.1006/jsvi.2001.4041 ↗
48. Schilders · 2008 · vol. 13
49. Yang, X.-S. and S. Deb. Cuckoo search via Lévy flights. In: World Congress on Nature & Biologically Inspired Computing, 2009. NaBIC 2009; 2009. IEEE.10.1109/NABIC.2009.5393690 ↗
50. Engineering optimisation by cuckoo search
51. Halim, AH, Ismail I, Bio-inspired optimization method: a review; 2014.
52. Gen · 2000 · vol. 7