Structural Damage Identification Based on the Wavelet Transform and Improved Particle Swarm Optimization Algorithm

Joint Authors

Guo, Jia
Guan, Deqing
Zhao, Jianwei

Source

Advances in Civil Engineering

Issue

Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-19, 19 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2020-08-08

Country of Publication

Egypt

No. of Pages

19

Main Subjects

Civil Engineering

Abstract EN

A method based on the wavelet transform and improved particle swarm optimization (WIPSO) algorithm is proposed to identify the microdamage of structures.

First, the singularity of wavelet coefficients is used to identify the structural damage location, and then, the improved particle swarm optimization (IPSO) algorithm is used to calculate the optimal solution of the objective function of the structural damage location to determine the structural damage severity.

To study the performance of WIPSO, the structural microdamage severity is set within 10%, and a numerical simulation and experimental structure under different damage scenarios are considered.

In addition, the ability of wavelet coefficients to identify the location of the structural damage under different noise levels is studied.

To evaluate the performance of IPSO, the standard particle swarm optimization algorithm with an inertia weight factor of 0.8 (0.8PSO), the genetic algorithm (GA), and the bat algorithm (BA) are also considered.

The results show that WIPSO can effectively and accurately identify the structural damage location and severity.

Wavelet transform is very robust to the structural damage location.

Compared with the standard 0.8PSO and other mainstream algorithms, IPSO has good convergence and performs more stable and more accurate in the identification of structural damage severity.

American Psychological Association (APA)

Guo, Jia& Guan, Deqing& Zhao, Jianwei. 2020. Structural Damage Identification Based on the Wavelet Transform and Improved Particle Swarm Optimization Algorithm. Advances in Civil Engineering،Vol. 2020, no. 2020, pp.1-19.
https://search.emarefa.net/detail/BIM-1124725

Modern Language Association (MLA)

Guo, Jia…[et al.]. Structural Damage Identification Based on the Wavelet Transform and Improved Particle Swarm Optimization Algorithm. Advances in Civil Engineering No. 2020 (2020), pp.1-19.
https://search.emarefa.net/detail/BIM-1124725

American Medical Association (AMA)

Guo, Jia& Guan, Deqing& Zhao, Jianwei. Structural Damage Identification Based on the Wavelet Transform and Improved Particle Swarm Optimization Algorithm. Advances in Civil Engineering. 2020. Vol. 2020, no. 2020, pp.1-19.
https://search.emarefa.net/detail/BIM-1124725

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1124725