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2021 | OriginalPaper | Chapter

A Chimp Optimization Algorithm (ChOA) for Vibration-Based Damage Detection of a Damaged Steel Truss

Authors : M. Slimani, S. Tiachacht, T. Khatir, S. Khatir, A. Behtani, C. Le Thanh, M. Abdel Wahab

Published in: Structural Health Monitoring and Engineering Structures

Publisher: Springer Singapore

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Abstract

This paper presents damage identification method for 10 and 25-bar plane truss structures based on inverse problem. Models for both structures are built in MATLAB software using FEM. A new optimization technique investigated recently, namely a chimp optimization algorithm (ChOA), is used. The objective function is based on measured and calculated frequencies and mode shapes, and used to analyse the convergence study of the fitness and damaged elements. Modal assurance criteria (MAC) are used to represent the mode shape in the objective function. The ChOA provided good results for both structures after a few iterations.

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Literature
1.
go back to reference Tiachacht, S., et al.: Damage assessment in structures using combination of a modified cornwell indicator and genetic algorithm. Eng. Struct. 177, 421–430 (2018)CrossRef Tiachacht, S., et al.: Damage assessment in structures using combination of a modified cornwell indicator and genetic algorithm. Eng. Struct. 177, 421–430 (2018)CrossRef
2.
go back to reference Khatir, S., et al.: Damage detection and localization in composite beam structures based on vibration analysis. Mechanics 21(6), 472–479 (2015) Khatir, S., et al.: Damage detection and localization in composite beam structures based on vibration analysis. Mechanics 21(6), 472–479 (2015)
3.
go back to reference Khatir, S., et al.: Multiple damage detection in composite beams using particle swarm optimization and genetic algorithm. Mechanika 23(4), 514–521 (2017) Khatir, S., et al.: Multiple damage detection in composite beams using particle swarm optimization and genetic algorithm. Mechanika 23(4), 514–521 (2017)
4.
go back to reference Nobahari, M., Seyedpoor, S.M.: An efficient method for structural damage localization based on the concepts of flexibility matrix and strain energy of a structure. Struct. Eng. Mech. 46(2), 231–244 (2013)CrossRef Nobahari, M., Seyedpoor, S.M.: An efficient method for structural damage localization based on the concepts of flexibility matrix and strain energy of a structure. Struct. Eng. Mech. 46(2), 231–244 (2013)CrossRef
5.
go back to reference Guo, H., Li, Z.: A two-stage method to identify structural damage sites and extents by using evidence theory and micro-search genetic algorithm. Mech. Syst. Signal Process. 23(3), 769–782 (2009)CrossRef Guo, H., Li, Z.: A two-stage method to identify structural damage sites and extents by using evidence theory and micro-search genetic algorithm. Mech. Syst. Signal Process. 23(3), 769–782 (2009)CrossRef
6.
go back to reference Ghannadi, P., et al.: Efficiency of grey wolf optimization algorithm for damage detection of skeletal structures via expanded mode shapes. Adv. Struct. Eng., 1369433220921000 (2020) Ghannadi, P., et al.: Efficiency of grey wolf optimization algorithm for damage detection of skeletal structures via expanded mode shapes. Adv. Struct. Eng., 1369433220921000 (2020)
7.
go back to reference Ghannadi, P., Kourehli, S.S.: Multiverse optimizer for structural damage detection: Numerical study and experimental validation. Struct. Des. Tall Special Build., e1777 (2020) Ghannadi, P., Kourehli, S.S.: Multiverse optimizer for structural damage detection: Numerical study and experimental validation. Struct. Des. Tall Special Build., e1777 (2020)
8.
go back to reference Khishe, M., Mosavi, M.R.: Chimp optimization algorithm. Expert Syst. Appl., 113338 (2020) Khishe, M., Mosavi, M.R.: Chimp optimization algorithm. Expert Syst. Appl., 113338 (2020)
9.
go back to reference Kaveh, A., Zolghadr, A.: An improved CSS for damage detection of truss structures using changes in natural frequencies and mode shapes. Adv. Eng. Softw. 80, 93–100 (2015)CrossRef Kaveh, A., Zolghadr, A.: An improved CSS for damage detection of truss structures using changes in natural frequencies and mode shapes. Adv. Eng. Softw. 80, 93–100 (2015)CrossRef
10.
go back to reference Esfandiari, A., et al.: Structural model updating using frequency response function and quasi-linear sensitivity equation. J. Sound Vib. 326(3–5), 557–573 (2009)CrossRef Esfandiari, A., et al.: Structural model updating using frequency response function and quasi-linear sensitivity equation. J. Sound Vib. 326(3–5), 557–573 (2009)CrossRef
Metadata
Title
A Chimp Optimization Algorithm (ChOA) for Vibration-Based Damage Detection of a Damaged Steel Truss
Authors
M. Slimani
S. Tiachacht
T. Khatir
S. Khatir
A. Behtani
C. Le Thanh
M. Abdel Wahab
Copyright Year
2021
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-16-0945-9_10