Title of article
Damage detection in a double-beam system using proper orthogonal decomposition and teaching-learning based algorithm
Author/Authors
Mirzabeigy, Alborz School of Mechanical Engineering - Iran University of Science and Technology - Narmak - Tehran - Iran , Madoliat, Reza chool of Mechanical Engineering - Iran University of Science and Technology - Narmak - Tehran - Iran
Pages
15
From page
757
To page
771
Abstract
This study deals with inverse approach for damage detection in a double-beam system. A double-beam system made of two parallel beams connected through an elastic layer. Degradation in stiffness of beams element, crack occurrence and partly destruction of inner layer has been considered as different types of damage. The time domain acceleration response of the system measured and proper orthogonal decomposition has been applied to the collected data in order to derive the proper orthogonal values (POV) and proper orthogonal modes (POM) of the system. Effect of single damage in different locations on the POV has been analyzed and an objective function has been defined using the dominant POV and POM of each beam separately. In order to increase robustness of the method against noise, the objective function enriched by adding statistical property of time domain response. The teaching-learning based optimization algorithm has been employed to solve optimization problem. Efficiency of the proposed method for detecting single and multiple damages in the system demonstrated with and without noise. Simulation results show good accuracy of the proposed method for detection single and multiple damages of different types in the system.
Keywords
Double-beam system , Proper orthogonal decomposition , crack , Damage , Teaching-Learning based optimization
Journal title
Scientia Iranica(Transactions B:Mechanical Engineering)
Serial Year
2020
Record number
2555243
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