DocumentCode :
621412
Title :
Enhancement of Particle Swarm Optimization algorithms for the 3D crack reconstruction from ECT signals
Author :
Duca, Anton ; Rebican, Mihai Iulian ; Janousek, Ladislav ; Yilmaz, Ali E.
Author_Institution :
Fac. of Electr. Eng., Univ. Politeh. of Bucharest, Bucharest, Romania
fYear :
2013
fDate :
23-25 May 2013
Firstpage :
1
Lastpage :
4
Abstract :
This paper presents some strategies to enhance the efficiency of Particle Swarm Optimization (PSO) algorithms applied for the three-dimensional reconstruction of cracks from eddy current testing (ECT) signals. A fast forward FEM-BEM solver using database was adopted to simulate the ECT signals due to cracks with parallelepiped shape for various lengths, widths and depths. The inverse problem is formulated as an optimization problem, aiming to minimize the distance between the signal due to of the real crack and the signal due to a potential solution (crack). A novel technique which combines the features of PSO and local search methods is used in the inversion of ECT signals. The local search methods are specific to such kind of inverse problems. The points used in the local search are chosen in order to avoid local minimum in PSO algorithms. Numerical results of the 3D reconstruction of cracks from simulated 2D signals are presented and discussed.
Keywords :
eddy current testing; finite element analysis; inverse problems; particle swarm optimisation; stress corrosion cracking; 3D crack reconstruction; ECT signal; PSO algorithm; eddy current testing; fast forward FEM-BEM solver; inverse problem; parallelepiped shape; particle swarm optimization algorithm; simulated 2D signal; three-dimensional crack reconstruction; Algorithm design and analysis; Conductivity; Databases; Inverse problems; Particle swarm optimization; Search problems; Tuning; crack reconstruction; eddy currents; inverse problems; stochastic methods;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advanced Topics in Electrical Engineering (ATEE), 2013 8th International Symposium on
Conference_Location :
Bucharest
Print_ISBN :
978-1-4673-5979-5
Type :
conf
DOI :
10.1109/ATEE.2013.6563456
Filename :
6563456
Link To Document :
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