BOOK-CHAPTER

Structural damage detection based on swarm intelligence technique and hybrid objective function

Abstract

This paper presents a new approach for damage detection based on swarm intelligence technique and a hybrid objective function. Damage identification is treated as an undetermined inverse problem, when a limited number of measurement information is available. Then a hybrid objective function is proposed, in which the Bayesian inference and sparse technique are used. An improved swarm intelligence technique, named K-means Jaya algorithm, is developed to optimize the defined hybrid objective function to identify structural damage locations and severities. The proposed approach can be used to obtain good identification results, even when high level noise is considered and incomplete modal data is used.

Keywords:
Swarm intelligence Swarm behaviour Computer science Artificial intelligence Machine learning Particle swarm optimization

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Topics

Structural Health Monitoring Techniques
Physical Sciences →  Engineering →  Civil and Structural Engineering
Ultrasonics and Acoustic Wave Propagation
Physical Sciences →  Engineering →  Mechanics of Materials
Infrastructure Maintenance and Monitoring
Physical Sciences →  Engineering →  Civil and Structural Engineering

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