In this paper, a Structural Health Monitoring (SHM) technique for damage identification in beam-like and truss structures using Frequency Response Function (FRF) data coupled with optimization techniques is presented. Genetic Algorithm (GA) and Bat Algorithm (BA) are used to estimate the location and severity of damage. The damage in the structures is simulated by reduction in rigidity of specific members. Both optimization techniques are coupled with modelled structures using Finite Element Method (FEM). The approach is based on minimizing an objective function by comparing measured and calculated FRFs. The results show that better accuracy is obtained using BA than using GA in terms of precision and computational time. Furthermore, it is found that the proposed approach provides faster solution than other approaches in the literature.
Accepted:
Published online:
Roumaissa Zenzen 1; Idir Belaidi 1; Samir Khatir 2; Magd Abdel Wahab 3, 4
@article{CRMECA_2018__346_12_1253_0, author = {Roumaissa Zenzen and Idir Belaidi and Samir Khatir and Magd Abdel Wahab}, title = {A damage identification technique for beam-like and truss structures based on {FRF} and {Bat} {Algorithm}}, journal = {Comptes Rendus. M\'ecanique}, pages = {1253--1266}, publisher = {Elsevier}, volume = {346}, number = {12}, year = {2018}, doi = {10.1016/j.crme.2018.09.003}, language = {en}, }
TY - JOUR AU - Roumaissa Zenzen AU - Idir Belaidi AU - Samir Khatir AU - Magd Abdel Wahab TI - A damage identification technique for beam-like and truss structures based on FRF and Bat Algorithm JO - Comptes Rendus. Mécanique PY - 2018 SP - 1253 EP - 1266 VL - 346 IS - 12 PB - Elsevier DO - 10.1016/j.crme.2018.09.003 LA - en ID - CRMECA_2018__346_12_1253_0 ER -
%0 Journal Article %A Roumaissa Zenzen %A Idir Belaidi %A Samir Khatir %A Magd Abdel Wahab %T A damage identification technique for beam-like and truss structures based on FRF and Bat Algorithm %J Comptes Rendus. Mécanique %D 2018 %P 1253-1266 %V 346 %N 12 %I Elsevier %R 10.1016/j.crme.2018.09.003 %G en %F CRMECA_2018__346_12_1253_0
Roumaissa Zenzen; Idir Belaidi; Samir Khatir; Magd Abdel Wahab. A damage identification technique for beam-like and truss structures based on FRF and Bat Algorithm. Comptes Rendus. Mécanique, Volume 346 (2018) no. 12, pp. 1253-1266. doi : 10.1016/j.crme.2018.09.003. https://comptes-rendus.academie-sciences.fr/mecanique/articles/10.1016/j.crme.2018.09.003/
[1] et al. Free vibration of a perfectly clamped-free beam with stepwise eccentric distributed masses, Shock Vib., Volume 2016 (2016) (10 p.) | DOI
[2] et al. Localization of transversal cracks in sandwich beams and evaluation of their severity, Shock Vib., Volume 2014 (2014) (10 p.) | DOI
[3] et al. A robust damage detection method based on multi-modal analysis in variable temperature conditions, Mech. Syst. Signal Process., Volume 115 (2019), pp. 361-379
[4] et al. Structural damage detection using transmissibility together with hierarchical clustering analysis and similarity measure, Struct. Health Monit., Volume 16 (2016) no. 6, pp. 711-731
[5] Damage detection using transmissibility compressed by principal component analysis enhanced with distance measure, J. Vib. Control, Volume 24 (2016) no. 10, pp. 2001-2019
[6] Inverse problems in elasticity, Inverse Probl., Volume 21 (2005) no. 2, p. R1
[7] Fracture Mechanics: Inverse Problems and Solutions, vol. 139, Springer Science & Business Media, 2007
[8] et al. Damage detection and localization on thin plates using vibration analysis, ICSV23 (2016)
[9] Cosine based and extended transmissibility damage indicators for structural damage detection, Eng. Struct., Volume 141 (2017), pp. 175-183
[10] et al. Cracks detection in steel beams: a new approach by sine-sweep vibration measurements, C. R. Mecanique, Volume 342 (2014) no. 8, pp. 437-449
[11] Detection and quantification of flaws in structures by the extended finite element method and Genetic Algorithms, Int. J. Numer. Methods Eng., Volume 82 (2010) no. 3, pp. 303-328
[12] Numerical investigation of a new damage detection method based on proper orthogonal decomposition, Mech. Syst. Signal Process., Volume 21 (2007) no. 3, pp. 1346-1361
[13] Modeling of wave propagation in plate structures using three-dimensional spectral element method for damage detection, J. Sound Vib., Volume 320 (2009) no. 4–5, pp. 942-954
[14] et al. Crack identification using eXtended IsoGeometric analysis and particle swarm optimization, Fracture, Fatigue and Wear, Springer, 2018
[15] et al. Genetic algorithm based objective functions comparative study for damage detection and localization in beam structures, J. Phys. Conf. Ser., Volume 628 (2015) (IOP Publishing)
[16] et al. Application of proper orthogonal decomposition and radial basis functions for crack size estimation using particle swarm optimization, 12th International Conference on Damage Assessment of Structures, IOP Publishing, 2017
[17] et al. Multiple damage detection in composite beams using particle swarm optimization and genetic algorithm, Mechanika, Volume 23 (2017) no. 4, pp. 514-521
[18] A review of vibration-based structural health monitoring with special emphasis on composite materials, Shock Vib. Dig., Volume 38 (2006) no. 4, pp. 295-324
[19] A hybrid particle swarm optimization–simplex algorithm (PSOS) for structural damage identification, Adv. Eng. Softw., Volume 40 (2009) no. 9, pp. 883-891
[20] Hybrid approach for damage detection in flexible structures, J. Guid. Control Dyn., Volume 18 (1995) no. 3, pp. 419-425
[21] et al. Damage detection and localization in composite beam structures based on vibration analysis, Mechanics, Volume 21 (2016) no. 6, pp. 472-479
[22] Features of dynamic response sensitivity and its application in damage detection, J. Sound Vib., Volume 303 (2007) no. 1, pp. 305-329
[23] A review of damage detection and health monitoring of mechanical systems from changes in the measurement of linear and non-linear vibrations, Mechanical Vibrations: Measurement Effects and Control, 2009, pp. 643-702
[24] One-dimensional theory of cracked Bernoulli–Euler beams, Int. J. Mech. Sci., Volume 26 (1984) no. 11–12, pp. 639-648
[25] Notched CFRP laminates under vibration, Compos. Struct., Volume 122 (2015), pp. 367-375
[26] Vibration of CFRP cantilever beam with damage, Compos. Struct., Volume 116 (2014), pp. 211-222
[27] et al. Damage detection in repairs using frequency response techniques, Compos. Struct., Volume 87 (2009) no. 2, pp. 175-181
[28] Vibration analysis on a composite beam to identify damage and damage severity using finite element method, Int. J. Eng. Sci. Technol., Volume 1 (2011) no. 3, pp. 5865-5888
[29] et al. Experimental validation of a FRF-based model updating method, J. Vib. Control, Volume 24 (2018) no. 8, pp. 1570-1583
[30] Damage detection in structures using a few frequency response measurements, J. Sound Vib., Volume 270 (2004) no. 1–2, pp. 1-14
[31] Structural damage assessment using FRF employing particle swarm optimization, Appl. Comput. Math., Volume 219 (2013) no. 20, pp. 10387-10400
[32] et al. Damage detection in CFRP composite beams based on vibration analysis using proper orthogonal decomposition method with radial basis function and Cuckoo Search algorithm, Compos. Struct. (2017)
[33] Experimental and computational studies on progressive failure analysis of notched cross-ply CFRP composite, Int. J. Comput. Mater. Sci. Eng., Volume 1 (2012) no. 03
[34] Multi-damage identification of large-scale truss structures using a two-step approach, J. Build. Eng. (2018)
[35] Tower truss damage detection using eigen frequency evaluation, Mater. Today, Proc., Volume 4 (2017) no. 9, pp. 9723-9726
[36] et al. Crack identification method in beam-like structures using changes in experimentally measured frequencies and particle swarm optimization, C. R. Mecanique, Volume 346 (2018) no. 2, pp. 110-120
[37] Inverse problem based differential evolution for efficient structural health monitoring of trusses, Appl. Soft Comput., Volume 66 (2018), pp. 462-472
[38] et al. Damage detection of truss bridge joints using artificial neural networks, Expert Syst. Appl., Volume 35 (2008) no. 3, pp. 1122-1131
[39] Modal-parameter identification and vibration-based damage detection of a damaged steel truss bridge, Eng. Struct., Volume 122 (2016), pp. 156-173
[40] Damage assessment in truss structures with limited sensors using a two-stage method and model reduction, Appl. Soft Comput., Volume 66 (2018), pp. 264-277
[41] Truss topology optimization with static and dynamic constraints using modified subpopulation teaching–learning-based optimization, Eng. Optim., Volume 48 (2016) no. 11, pp. 1990-2006
[42] et al. Structural damage detection using sparse sensors installation by optimization procedure based on the modal flexibility matrix, J. Sound Vib. (2016), pp. 65-82
[43] Modal Testing: Theory and Practice, vol. 15, Research Studies Press Letchworth, 1984
[44] Bat Algorithm: literature review and applications, Int. J. Bio-Inspir. Comput., Volume 5 (2013) no. 3, pp. 141-149
[45] et al. Crack identification using model reduction based on proper orthogonal decomposition coupled with radial basis functions, Struct. Multidiscip. Optim., Volume 54 (2016) no. 2, pp. 265-274
[46] An improved CSS for damage detection of truss structures using changes in natural frequencies and mode shapes, Adv. Eng. Softw., Volume 80 (2015), pp. 93-100
[47] Structural optimization with frequency constraints, AIAA J., Volume 26 (1988) no. 7, pp. 858-866
[48] Structural optimization with frequency constraints using the finite element force method, AIAA J., Volume 40 (2002) no. 2, pp. 382-388
[49] Structural damage detection by a new iterative regularization method and an improved sensitivity function, J. Sound Vib. (2017), pp. 285-307
Cited by Sources:
Comments - Policy