Structural health monitoring using modal strain energy damage indicator coupled with teaching-learning-based optimization algorithm and isogoemetric analysis
This paper proposes a two-stage approach for damage assessment in beam-like structures using two-dimensional Isogeometric Analysis (IGA) and Finite Element Method (FEM) combined with optimization techniques. In the first stage, the Local Frequencies Change Ratio (LFCR) indicator and a newly develope...
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| Published in | Journal of sound and vibration Vol. 448; pp. 230 - 246 |
|---|---|
| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
Amsterdam
Elsevier Ltd
26.05.2019
Elsevier Science Ltd |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0022-460X 1095-8568 |
| DOI | 10.1016/j.jsv.2019.02.017 |
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| Abstract | This paper proposes a two-stage approach for damage assessment in beam-like structures using two-dimensional Isogeometric Analysis (IGA) and Finite Element Method (FEM) combined with optimization techniques. In the first stage, the Local Frequencies Change Ratio (LFCR) indicator and a newly developed damage indicator based on normalized Modal Strain Energy Indicator (nMSEDI) are introduced to locate effectively the potential damaged elements. In order to verify nMSEDI, different scenarios based on single and multiple damages are studied using numerical experiments. In the second stage, the Teaching-Learning-Based Optimization Algorithm (TLBO) is utilized and its performance is compared with that of Particle Swarm Optimization (PSO) and Bat Algorithm (BA). The three optimizations techniques are combined with IGA using nMSEDI as objective function. In addition, experimental vibration tests using laboratory steel been are conducted to validate the proposed technique. The obtained results clearly indicate that the proposed approach can be used to determine accurately and efficiently both damage location and severity in beam-like structures. |
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| AbstractList | This paper proposes a two-stage approach for damage assessment in beam-like structures using two-dimensional Isogeometric Analysis (IGA) and Finite Element Method (FEM) combined with optimization techniques. In the first stage, the Local Frequencies Change Ratio (LFCR) indicator and a newly developed damage indicator based on normalized Modal Strain Energy Indicator (nMSEDI) are introduced to locate effectively the potential damaged elements. In order to verify nMSEDI, different scenarios based on single and multiple damages are studied using numerical experiments. In the second stage, the Teaching-Learning-Based Optimization Algorithm (TLBO) is utilized and its performance is compared with that of Particle Swarm Optimization (PSO) and Bat Algorithm (BA). The three optimizations techniques are combined with IGA using nMSEDI as objective function. In addition, experimental vibration tests using laboratory steel been are conducted to validate the proposed technique. The obtained results clearly indicate that the proposed approach can be used to determine accurately and efficiently both damage location and severity in beam-like structures. |
| Author | Khatir, Samir Abdel Wahab, Magd Boutchicha, Djilali Khatir, Tawfiq |
| Author_xml | – sequence: 1 givenname: Samir surname: Khatir fullname: Khatir, Samir email: Khatir_samir@hotmail.fr organization: Department of Electrical Energy, Metals, Mechanical Constructions, and Systems, Faculty of Engineering and Architecture, Ghent University, Gent, Belgium – sequence: 2 givenname: Magd surname: Abdel Wahab fullname: Abdel Wahab, Magd email: magd.abdelwahab@tdtu.edu.vn, magd.abdelwahab@ugent.be organization: Division of Computational Mechanics, Ton Duc Thang University, Ho Chi Minh City, Viet Nam – sequence: 3 givenname: Djilali surname: Boutchicha fullname: Boutchicha, Djilali email: boutchicha@hotmail.com organization: Laboratoire de Mécanique Appliquée, Université des Sciences et de la Technologie d'Oran - Mohamed Boudiaf, Algeria – sequence: 4 givenname: Tawfiq surname: Khatir fullname: Khatir, Tawfiq email: Khatir_usto@yahoo.com organization: Institute of Science and Technology University Centre Salhi Ahmed, Naama, Algeria |
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| SubjectTerms | Algorithms Damage assessment Damage detection Experimental modal analysis Finite element analysis Finite element method Inverse problem Isogeometric analysis Machine learning Optimization Optimizations Particle swarm optimization Strain energy Structural damage Structural health monitoring Teaching-learning-based optimization algorithm Two dimensional analysis Vibration analysis Vibration tests |
| Title | Structural health monitoring using modal strain energy damage indicator coupled with teaching-learning-based optimization algorithm and isogoemetric analysis |
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