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
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;
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
DOI :
10.1109/URSI-EMTS.2010.5637338