Abstract
In this paper, a newly developed population-based metaheuristic algorithm, namely plasma generation optimization (PGO), is applied to solving the optimization-based damage detection problem. PGO is a physically based optimizer inspired by the process of plasma generation. Excitation, de-excitation, and ionization are the three physical processes occurring in a repeated manner for providing plasma. In the current optimization problem, an efficient hybrid damage-sensitive cost function is developed based on combing two cost functions, modal strain energy and generalized flexibility matrix changes. The structural damage identification problem is formulated as an inverse optimization problem in which the vector of design variables represents damage severity of the structural elements. To verify the efficiency and robustness of the proposed method in detecting the locations and severity of damage precisely, five skeletal structures are investigated numerically. The results of the paper revealed that the proposed method can identify and quantify the damaged elements accurately using only the first few vibrating modes, even for noise-contaminated data.
Similar content being viewed by others
References
Alkayem NF, Cao M, Zhang Y, Bayat M, Su Z (2018) Structural damage detection using finite element model updating with evolutionary algorithms: a survey. Neural Comput Appl 30:389–411. https://doi.org/10.1007/s00521-017-3284-1
Brownjohn JM (2007) Structural health monitoring of civil infrastructure. Philos Trans R Soc A Math Phys Eng Sci 365:589–622. https://doi.org/10.1098/rsta.2006.1925
Cavalieri F, Imbimbo M, Betti R (2012) An application of damage detection methods to a real world structure subjected to ground motion excitation. J Civil Eng Archit 6:280. https://doi.org/10.17265/1934-7359/2012.03.003
Dehcheshmeh MM, Hosseinzadeh AZ, Amiri GG (2020) Feasibility study on model-based damage detection in shear frames using pseudo modal strain energy. Smart Struct Syst 25:47–56. https://doi.org/10.12989/sss.2020.25.1.047
Du D-C, Vinh H-H, Trung V-D, Hong Quyen N-T, Trung N-T (2018) Efficiency of Jaya algorithm for solving the optimization-based structural damage identification problem based on a hybrid objective function. Eng Optim 50:1233–1251. https://doi.org/10.1080/0305215X.2017.1367392
Ghannadi P, Kourehli SS (2019) Structural damage detection based on MAC flexibility and frequency using moth-flame algorithm. Struct Eng Mech 70:649–659. https://doi.org/10.12989/sem.2019.70.6.649
Guedria NB (2020) An accelerated differential evolution algorithm with new operators for multi-damage detection in plate-like structures. Appl Math Model 80:366–383. https://doi.org/10.1016/j.apm.2019.11.023
Hasançebi O, Kazemzadeh Azad S (2015) Adaptive dimensional search: a new metaheuristic algorithm for discrete truss sizing optimization. Comput Struct 154:1–16. https://doi.org/10.1016/j.compstruc.2015.03.014
Hosseini SM, Ghodrati Amiri G, Mohamadi Dehcheshmeh M (2020) Efficiency evaluation of proposed objective functions in structural damage detection based on modal strain energy and flexibility approaches. Int J Optim Civil Eng 10:71–90
Kang F, Li J-J, Xu Q (2012) Damage detection based on improved particle swarm optimization using vibration data. Appl Soft Comput 12:2329–2335. https://doi.org/10.1016/j.asoc.2012.03.050
Kaveh A (2017) Applications of metaheuristic optimization algorithms in civil engineering. Springer, Berlin. https://doi.org/10.1007/978-3-319-48012-1
Kaveh A, Khayatazad M (2012) A new meta-heuristic method: ray optimization. Comput Struct 112:283–294. https://doi.org/10.1016/j.compstruc.2012.09.003
Kaveh A, Maniat M (2015) Damage detection based on MCSS and PSO using modal data. Smart Struct Syst 15:1253–1270. https://doi.org/10.12989/sss.2015.15.5.1253
Kaveh A, Bakhshpoori T (2016) Water evaporation optimization: a novel physically inspired optimization algorithm. Comput Struct 167:69–85. https://doi.org/10.1016/j.compstruc.2016.01.008
Kaveh A, Zolghadr A (2017a) Cyclical parthenogenesis algorithm for guided modal strain energy based structural damage detection. Appl Soft Comput 57:250–264. https://doi.org/10.1016/j.asoc.2017.04.010
Kaveh A, Zolghadr A (2017b) Guided modal strain energy-based approach for structural damage identification using tug-of-war optimization algorithm. J Comput Civil Eng 31:04017016. https://doi.org/10.1061/(ASCE)CP.1943-5487.0000665
Kaveh A, Ilchi Ghazaan M (2018) Meta-heuristic algorithms for optimal design of real-size structures. Springer, Berlin. https://doi.org/10.1007/978-3-319-78780-0
Kaveh A, Dadras Eslamlou A (2018) Structural damage identification using an enhanced thermal exchange optimization algorithm. Eng Optim 50:430–451. https://doi.org/10.1080/0305215X.2017.1318872
Kaveh A, Bakhshpoori T (2019) Metaheuristics: outlines, MATLAB codes and examples. Springer, Berlin. https://doi.org/10.1007/978-3-030-04067-3
Kaveh A, Vaez SH, Hosseini P, Fathali M (2019) A new two-phase method for damage detection in skeletal structures. Iran J Sci Technol Trans Civil Eng 43:49–65. https://doi.org/10.1007/s40996-018-0190-4
Kaveh A, Akbari H, Hosseini SM (2020a) Plasma generation optimization: a new physically-based metaheuristic algorithm for solving constrained optimization problems. Eng Comput. https://doi.org/10.1108/EC-05-2020-0235
Kaveh A, Zaerreza A, Hosseini SM (2020b) Shuffled Shepherd optimization method simplified for reducing the parameter dependency. Iran J Sci Technol Trans Civil Eng. https://doi.org/10.1007/s40996-020-00428-3
Kazemzadeh Azad S, Hasançebi O (2013) Upper bound strategy for metaheuristic based design optimization of steel frames. Adv Eng Softw 57:19–32. https://doi.org/10.1016/j.advengsoft.2012.11.016
Kim N-I, Kim S, Lee J (2019) Vibration-based damage detection of planar and space trusses using differential evolution algorithm. Appl Acoust 148:308–321. https://doi.org/10.1016/j.apacoust.2018.08.032
Li J, Wu B, Zeng Q, Lim CW (2010) A generalized flexibility matrix based approach for structural damage detection. J Sound Vib 329:4583–4587. https://doi.org/10.1016/j.jsv.2010.05.024
Messina A, Williams E, Contursi T (1998) Structural damage detection by a sensitivity and statistical-based method. J Sound Vib 216:791–808. https://doi.org/10.1006/jsvi.1998.1728
Mishra M, Barman SK, Maity D, Maiti DK (2019) Ant lion optimisation algorithm for structural damage detection using vibration data. J Civil Struct Health Monit 9:117–136. https://doi.org/10.1007/s13349-018-0318-z
Mohan S, Maiti DK, Maity D (2013) Structural damage assessment using FRF employing particle swarm optimization. Appl Math Comput 219:10387–10400. https://doi.org/10.1016/j.amc.2013.04.016
Nobahari M, Seyedpoor S (2011) Structural damage detection using an efficient correlation-based index and a modified genetic algorithm. Math Comput Modell 53:1798–1809. https://doi.org/10.1016/j.mcm.2010.12.058
Perera R, Torres R (2006) Structural damage detection via modal data with genetic algorithms. J Struct Eng 132:1491–1501. https://doi.org/10.1061/(ASCE)0733-9445(2006)132:9(1491)
Seyedpoor S (2012) A two stage method for structural damage detection using a modal strain energy based index and particle swarm optimization. Int J Nonlinear Mech 47:1–8. https://doi.org/10.1016/j.ijnonlinmec.2011.07.011
Xu H, Ding Z, Lu Z, Liu J (2015) Structural damage detection based on Chaotic Artificial Bee Colony algorithm. Struct Eng Mech 55:1223–1239. https://doi.org/10.12989/sem.2015.55.6.1223
Yang X-S, Deb S (2010) Engineering optimisation by cuckoo search. Int J Math Modell Numer Optim 1:330–343. https://doi.org/10.1504/IJMMNO.2010.035430
Zare Hosseinzadeh A, Ghodrati Amiri G, Koo K-Y (2016) Optimization-based method for structural damage localization and quantification by means of static displacements computed by flexibility matrix. Eng Optim 48:543–561. https://doi.org/10.1080/0305215X.2015.1017476
Zhao J, DeWolf JT (1999) Sensitivity study for vibrational parameters used in damage detection. J Struct Eng 125:410–416. https://doi.org/10.1061/(ASCE)0733-9445(1999)125:4(410)
Zrelli A, Khlaifi H, Ezzedine T (2017) Application of damage detection for bridge health monitoring. In: 2017 International conference on internet of things, embedded systems and communications (IINTEC), 2017. IEEE, pp 42–46. https://doi.org/10.1109/IINTEC.2017.8325911
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Kaveh, A., Hosseini, S.M. & Akbari, H. Efficiency of Plasma Generation Optimization for Structural Damage Identification of Skeletal Structures Based on a Hybrid Cost Function. Iran J Sci Technol Trans Civ Eng 45, 2069–2090 (2021). https://doi.org/10.1007/s40996-020-00504-8
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s40996-020-00504-8