DocumentCode
3116363
Title
Particle optimization with metamodel for crack characterization
Author
Douvenot, Rémi ; Lambert, Marc ; Lesselier, Dominique
Author_Institution
Dept. de Rech. en Electromagn., Univ. Paris Sud 11, Gif-sur-Yvette, France
fYear
2010
fDate
16-19 Aug. 2010
Firstpage
887
Lastpage
890
Abstract
A new inverse method for real time eddy current testing is introduced. It is based on particle swarm optimization coupled with a metamodel. This metamodel is generated by interpolating data from an adaptive database. Linear and radial basis function interpolations are compared as means to generate the metamodel. The inverse method gives a result combined with an approximation of the likelihood function to help for decision analysis. It is finally compared to a state-of-art inverse method using support vector machine on a 3D case on simulated data with very promising results.
Keywords
approximation theory; crack detection; eddy current testing; interpolation; inverse problems; particle swarm optimisation; radial basis function networks; adaptive database; crack characterization; data interpolation; decision analysis; inverse method; likelihood function approximation; linear basis function interpolation; metamodel; particle swarm optimization; radial basis function interpolation; real time eddy current testing; Databases; Electron tubes; Interpolation; Inverse problems; Permeability; Support vector machines;
fLanguage
English
Publisher
ieee
Conference_Titel
Electromagnetic Theory (EMTS), 2010 URSI International Symposium on
Conference_Location
Berlin
Print_ISBN
978-1-4244-5155-5
Electronic_ISBN
978-1-4244-5154-8
Type
conf
DOI
10.1109/URSI-EMTS.2010.5637338
Filename
5637338
Link To Document