TY  - JOUR
AU  - Bao, Yang
TI  - Modeling of Eddy Current NDT Simulations by Kriging Surrogate Model
JF  - RESEARCH IN NONDESTRUCTIVE EVALUATION
J2  - RES NONDESTRUCT EVAL
VL  - 34
PY  - 2023
IS  - 3-4
SP  - 154
EP  - 168
PG  - 15
SN  - 0934-9847
DO  - 10.1080/09349847.2023.2250281
UR  - https://m2.mtmt.hu/api/publication/34277510
ID  - 34277510
AB  - In this article, the Kriging surrogate model is proposed to accelerate the model-assisted probability of detection (MAPoD) analysis for eddy current nondestructive testing (NDT). The Kriging surrogate model is the key for enabling the efficient MAPoD analysis, considering huge number of uncertainties propagate in the eddy current NDT system, by replacing the time-consuming physical model. To generate the model responses of NDT system, a precise physical model based on the adaptive cross approximation algorithm accelerated boundary element method (BEM) is applied. In the numerical case, the MAPoD study of eddy current for detecting surface flaws in the conducting plate is analyzed. By comparing the PoD metrics achieved by the pure physical model and by the Kriging surrogate model, the accuracy and efficiency of the proposed surrogate model are demonstrated.
LA  - English
DB  - MTMT
ER  - 

TY  - JOUR
AU  - Cormerais, R.
AU  - Longo, Roberto
AU  - Duclos, A.
AU  - Wasselynck, G.
AU  - Berthiau, G.
TI  - Non destructive Eddy Currents inversion using Artificial Neural Networks and data augmentation
JF  - NDT & E INTERNATIONAL
J2  - NDT&E INT
VL  - 129
PY  - 2022
PG  - 8
SN  - 0963-8695
DO  - 10.1016/j.ndteint.2022.102635
UR  - https://m2.mtmt.hu/api/publication/33001387
ID  - 33001387
AB  - Eddy Currents (ECs) for Non Destructive Testing (NDT) is a method to determine the presence of flaws in metal materials. The estimation of flaw parameters like position and size through physical models is usually difficult. This article offers an alternative technique based on machine learning algorithms such as Artificial Neural Networks (ANNs). This approach often requires simulated signals to build an exhaustive training data-set, leading to a considerable amount of calculation time and resources. To deal with this problem, this article proposes a new method based on data augmentation via Principal Component Analysis (PCA). The presented method is evaluated using different kinds of simulated and experimental signals.
LA  - English
DB  - MTMT
ER  - 

TY  - JOUR
AU  - Bilicz, Sándor
TI  - Sensitivity analysis of inverse problems in electromagnetic non-destructive testing
JF  - IET SCIENCE MEASUREMENT AND TECHNOLOGY
J2  - IET SCI MEAS TECHNOL
VL  - 14
PY  - 2020
IS  - 5
SP  - 543
EP  - 551
PG  - 9
SN  - 1751-8822
DO  - 10.1049/iet-smt.2019.0370
UR  - https://m2.mtmt.hu/api/publication/31444998
ID  - 31444998
N1  - Cited By :1            
            Export Date: 17 November 2021            
            Correspondence Address: Bilicz, S.; Department of Broadband Infocommunications and Electromagnetic Theory, Hungary; email: bilicz@evt.bme.hu
AB  - The inverse problem of electromagnetic (EM) non-destructive testing (NdT) consists of reconstructing material defect parameters invoking EM field measurements. Uncertainties of the configuration (e.g. imprecise constitutive and geometrical parameters) are inevitably present; hence, the reconstructed defect parameters are also uncertain. In this study, the different sources of uncertainty are ranked by means of sensitivity analysis. The model-based inversion (involving EM simulation) is computationally demanding; moreover, sensitivity analysis usually requires a vast number of repeated runs of the inversion. To overcome the computational complexity, surrogate models are applied at different levels. Interpolation on a sparse grid is used as a surrogate model of the EM simulation. The sensitivity of the reconstructed defect parameters concerning configuration uncertainties is characterised by means of Sobol indices. The Sobol indices are obtained from a polynomial chaos expansion surrogate model of the entire inversion scheme. A numerical example drawn from eddy-current NdT is thoroughly analysed to illustrate the proposed methodology and to demonstrate its performance.
LA  - English
DB  - MTMT
ER  - 

TY  - JOUR
AU  - CaifangCai, null
AU  - Roberto, Miorelli
AU  - Marc, Lambert
AU  - Thomas, Rodet
AU  - DominiqueLesselier, null
AU  - Pierre-Emile, Lhuillier
TI  - Metamodel-based Markov-Chain-Monte-Carlo parameter inversion applied in eddy current flaw characterization
JF  - NDT & E INTERNATIONAL
J2  - NDT&E INT
VL  - 99
PY  - 2018
SP  - 13
EP  - 22
PG  - 10
SN  - 0963-8695
DO  - 10.1016/j.ndteint.2018.02.004
UR  - https://m2.mtmt.hu/api/publication/27476609
ID  - 27476609
N1  - L2S, UMR CNRS 8506, CNRS–CentraleSupélec–Univ. Paris-Sud, Université Paris-Saclay, 3 rue Joliot-Curie, Gif-sur-Yvette, 91192, France            
            Département Imagerie Simulation pour le Contrôle, CEA, LIST, Gif-sur-Yvette, 91191, France            
            GeePs, UMR CNRS 8507, CentraleSupélec, Univ. Paris-Sud, Université Paris-Saclay, Sorbonne Universités, UPMC Univ Paris 06, 3 & 11 Rue Joliot-Curie, Gif-sur-Yvette, 91192, France            
            SATIE, ENS-Cachan, Université Paris-Saclay, 61 Avenue Du Président Wilson, Cachan CEDEX, 94230, France            
            Departement MMC, EDF R&D, EDF Lab Les Renardieres, Moret-sur-Loing, 77818, France            
            Cited By :6            
            Export Date: 17 November 2021            
            CODEN: NDTIE            
            Correspondence Address: Cai, C.; L2S, 3 rue Joliot-Curie, France; email: caifang.cai@l2s.centralesupelec.fr            
            Funding details: Agence Nationale de la Recherche, ANR            
            Funding text 1: Support is from the French National Research Agency (ANR) (ANR-13-MONU-0011) project Bayesian Methods for the diagnosis and Probability of Detection assisted by Simulation (ByPASS).
LA  - English
DB  - MTMT
ER  - 

TY  - JOUR
AU  - Caifang, Cai
AU  - Bilicz, Sándor
AU  - Thomas, Rodet
AU  - Marc, Lambert
AU  - Dominique, Lesselier
TI  - Metamodel-based nested sampling for model selection in eddy-current testing
JF  - IEEE TRANSACTIONS ON MAGNETICS
J2  - IEEE T MAGN
VL  - 53
PY  - 2017
IS  - 4
PG  - 12
SN  - 0018-9464
DO  - 10.1109/TMAG.2016.2635626
UR  - https://m2.mtmt.hu/api/publication/3145532
ID  - 3145532
N1  - Laboratoire des Signaux et Systèmes, CentraleSupélec-CNRS, Université Paris-Sud, Université Paris-Saclay, Gif-sur-Yvette, 91192, France            
            Department of Broadband Infocommunications and Electromagnetic Theory, Budapest University of Technology and Economics, Budapest, 1111, Hungary            
            SATIE, ENS-Cachan, Université Paris-Saclay, Cachan, 94230, France            
            GeePs Group of Electrical Engineering-Paris, CentraleSupélec, Université Paris-Sud, Université Paris-Saclay, Sorbonne Universités, Pierre-and-Marie-Curie University, Gif-sur-Yvette, 91192, France            
            Cited By :5            
            Export Date: 17 November 2021            
            CODEN: IEMGA            
            Correspondence Address: Cai, C.; Laboratoire des Signaux et Systèmes, France; email: caifang.cai@l2s.centralesupelec.fr
LA  - English
DB  - MTMT
ER  - 

TY  - JOUR
AU  - Bilicz, Sándor
TI  - Sparse grid surrogate models for electromagnetic problems with many parameters
JF  - IEEE TRANSACTIONS ON MAGNETICS
J2  - IEEE T MAGN
VL  - 52
PY  - 2016
IS  - 3
PG  - 4
SN  - 0018-9464
DO  - 10.1109/TMAG.2015.2477241
UR  - https://m2.mtmt.hu/api/publication/2962965
ID  - 2962965
N1  - Cited By :18            
            Export Date: 17 November 2021            
            CODEN: IEMGA            
            Correspondence Address: Bilicz, S.; Department of Broadband Infocommunications and Electromagnetic Theory, Hungary; email: bilicz@evt.bme.hu
LA  - English
DB  - MTMT
ER  - 

TY  - JOUR
AU  - Pipis, Konstantinos
AU  - Skarlatos, Anastassios
AU  - Theodoulidis, Theodoros
AU  - Lesselier, Dominique
TI  - ECT-Signal Calculation of Cracks Near Fastener Holes Using an Integral Equation Formalism With Dedicated Green's Kernel
JF  - IEEE TRANSACTIONS ON MAGNETICS
J2  - IEEE T MAGN
VL  - 52
PY  - 2016
IS  - 4
PG  - 8
SN  - 0018-9464
DO  - 10.1109/TMAG.2015.2496189
UR  - https://m2.mtmt.hu/api/publication/25798205
ID  - 25798205
LA  - English
DB  - MTMT
ER  - 

TY  - JOUR
AU  - Salucci, M
AU  - Oliveri, G
AU  - Viani, F
AU  - Miorelli, R
AU  - Reboud, C
AU  - Calmon, P
AU  - Massa, A
TI  - A Learning-By-Examples Approach for Non-Destructive Localization and Characterization of Defects Through Eddy Current Measurements
JF  - IEEE ANTENNAS AND PROPAGATION SOCIETY INTERNATIONAL SYMPOSIUM
J2  - IEEE ANTENNAS PRO SOC INT SYMP
PY  - 2015
IS  - Vancouver
SP  - 900
EP  - 901
PG  - 2
SN  - 1522-3965
UR  - https://m2.mtmt.hu/api/publication/25798207
ID  - 25798207
LA  - English
DB  - MTMT
ER  - 

TY  - JOUR
AU  - Cai, CF
AU  - Rodet, T
AU  - Lambert, M
TI  - Influence of partially known parameter on flaw characterization in Eddy Current Testing by using a random walk MCMC method based on metamodeling
JF  - JOURNAL OF PHYSICS-CONFERENCE SERIES
J2  - J PHYS CONF SER
VL  - 542
PY  - 2014
IS  - 1
PG  - 6
SN  - 1742-6588
DO  - 10.1088/1742-6596/542/1/012009
UR  - https://m2.mtmt.hu/api/publication/24585614
ID  - 24585614
N1  - Funding Agency and Grant Number: National Research Agency (ANR)French National Research Agency (ANR)
            Funding text: The French National Research Agency (ANR) has been providing financial support for this research work in the framework of ByPASS project. CEA-LIST is to be thanked for providing metamodeling databases.
AB  - First, we present the implementation of a random walk Metropolis-within-Gibbs (MWG) sampling method in flaw characterization based on a metamodeling method. The role of metamodeling is to reduce the computational time cost in Eddy Current Testing (ECT) forward model calculation. In such a way, the use of Markov Chain Monte Carlo (MCMC) methods becomes possible. Secondly, we analyze the influence of partially known parameters in Bayesian estimation. The objective is to evaluate the importance of providing more specific prior information. Simulation results show that even partially known information has great interest in providing more accurate flaw parameter estimations. The improvement ratio depends on the parameter dependence and the interest shows only when the provided information is specific enough.
LA  - English
DB  - MTMT
ER  - 

TY  - JOUR
AU  - Bilicz, Sándor
AU  - Pávó, József
AU  - Gyimóthy, Szabolcs
TI  - Calculation of eddy-current probe signal for a volumetric defect using global series expansion
JF  - COMPEL-THE INTERNATIONAL JOURNAL FOR COMPUTATION AND MATHEMATICS IN ELECTRICAL AND ELECTRONIC ENGINEERING
J2  - COMPEL
VL  - 32
PY  - 2013
IS  - 5
SP  - 1512
EP  - 1524
PG  - 13
SN  - 0332-1649
DO  - 10.1108/COMPEL-03-2013-0104
UR  - https://m2.mtmt.hu/api/publication/2692647
ID  - 2692647
LA  - English
DB  - MTMT
ER  - 

TY  - JOUR
AU  - Miorelli, R
AU  - Reboud, C
AU  - Lesselier, D
AU  - Theodoulidis, T
TI  - Eddy Current Modeling of Narrow Cracks in Planar-Layered Metal Structures
JF  - IEEE TRANSACTIONS ON MAGNETICS
J2  - IEEE T MAGN
VL  - 48
PY  - 2012
IS  - 10
SP  - 2551
EP  - 2559
PG  - 9
SN  - 0018-9464
DO  - 10.1109/TMAG.2012.2197403
UR  - https://m2.mtmt.hu/api/publication/23928001
ID  - 23928001
LA  - English
DB  - MTMT
ER  - 

TY  - JOUR
AU  - Kiss, Imre
AU  - Pávó, József
AU  - Gyimóthy, Szabolcs
TI  - Acceleration of moment method using CUDA
JF  - COMPEL-THE INTERNATIONAL JOURNAL FOR COMPUTATION AND MATHEMATICS IN ELECTRICAL AND ELECTRONIC ENGINEERING
J2  - COMPEL
VL  - 30
PY  - 2011
IS  - 6
SP  - 1751
EP  - 1762
PG  - 12
SN  - 0332-1649
DO  - 10.1108/03321641111168075
UR  - https://m2.mtmt.hu/api/publication/2672572
ID  - 2672572
N1  - Paper: 139887

LA  - English
DB  - MTMT
ER  - 

TY  - JOUR
AU  - Yusa, N
AU  - Sakai, Y
AU  - Hashizume, H
TI  - An eddy current probe suitable to gain information about the depth of near-side flaws much deeper than the depth of penetration
JF  - NDT & E INTERNATIONAL
J2  - NDT&E INT
VL  - 44
PY  - 2011
IS  - 1
SP  - 121
EP  - 130
PG  - 10
SN  - 0963-8695
DO  - 10.1016/j.ndteint.2010.10.003
UR  - https://m2.mtmt.hu/api/publication/23927996
ID  - 23927996
N1  - WC: Materials Science, Characterization & Testing
LA  - English
DB  - MTMT
ER  - 

TY  - CHAP
AU  - Bilicz, Sándor
AU  - Marc, Lambert
AU  - Gyimóthy, Szabolcs
ED  - IEEE, null
TI  - Inverse problem characterization using an adaptive database
T2  - Electromagnetic Theory (EMTS), 2010 URSI International Symposium on
PB  - IEEE
CY  - Berlin
SN  - 9781424451548
PY  - 2010
SP  - 509
EP  - 512
PG  - 4
DO  - 10.1109/URSI-EMTS.2010.5637281
UR  - https://m2.mtmt.hu/api/publication/2654312
ID  - 2654312
LA  - English
DB  - MTMT
ER  - 

TY  - JOUR
AU  - Bilicz, Sándor
AU  - Marc, Lambert
AU  - Gyimóthy, Szabolcs
TI  - Kriging-based generation of optimal databases as forward and inverse surrogate models
JF  - INVERSE PROBLEMS
J2  - INVERSE PROBL
VL  - 26
PY  - 2010
IS  - 7
PG  - 15
SN  - 0266-5611
DO  - 10.1088/0266-5611/26/7/074012
UR  - https://m2.mtmt.hu/api/publication/2654310
ID  - 2654310
LA  - English
DB  - MTMT
ER  - 

TY  - JOUR
AU  - Bilicz, Sándor
AU  - Emmanuel, Vazquez
AU  - Gyimóthy, Szabolcs
AU  - Pávó, József
AU  - Marc, Lambert
TI  - Kriging for eddy-current testing problems
JF  - IEEE TRANSACTIONS ON MAGNETICS
J2  - IEEE T MAGN
VL  - 46
PY  - 2010
IS  - 8
SP  - 3165
EP  - 3168
PG  - 4
SN  - 0018-9464
DO  - 10.1109/TMAG.2010.2043418
UR  - https://m2.mtmt.hu/api/publication/2652675
ID  - 2652675
LA  - English
DB  - MTMT
ER  - 

TY  - JOUR
AU  - Theodoulidis, Theodoros
AU  - Poulakis, Nikolaos
AU  - Dragogias, Athanasios
TI  - Rapid computation of eddy current signals from narrow cracks
JF  - NDT & E INTERNATIONAL
J2  - NDT&E INT
VL  - 43
PY  - 2010
IS  - 1
SP  - 13
EP  - 19
PG  - 7
SN  - 0963-8695
DO  - 10.1016/j.ndteint.2009.08.005
UR  - https://m2.mtmt.hu/api/publication/23928048
ID  - 23928048
LA  - English
DB  - MTMT
ER  - 

TY  - JOUR
AU  - Zaoui, A
AU  - Menana, H
AU  - Feliachi, M
AU  - Berthiau, G
TI  - Inverse Problem in Nondestructive Testing Using Arrayed Eddy Current Sensors
JF  - SENSORS
J2  - SENSORS-BASEL
VL  - 10
PY  - 2010
IS  - 9
SP  - 8696
EP  - 8704
PG  - 9
SN  - 1424-8220
DO  - 10.3390/s100908696
UR  - https://m2.mtmt.hu/api/publication/23927799
ID  - 23927799
LA  - English
DB  - MTMT
ER  - 

TY  - CHAP
AU  - Bilicz, Sándor
AU  - Emmanuel, Vazquez
AU  - Pávó, József
AU  - Marc, Lambert
AU  - Gyimóthy, Szabolcs
ED  - Walter, Eric
TI  - Eddy-current testing with the Expected Improvement optimization algorithm
T2  - System Identification: Proceedings of the 15th IFAC symposium SYSID 2009
PB  - International Federation of Automatic Control (IFAC)
CY  - Kidlington
SN  - 9783902661470
PY  - 2009
SP  - 1750
EP  - 1755
PG  - 6
DO  - 10.3182/20090706-3-FR-2004.0215
UR  - https://m2.mtmt.hu/api/publication/2644431
ID  - 2644431
LA  - English
DB  - MTMT
ER  - 

TY  - JOUR
AU  - Maurice, Léa
AU  - Prémel, Denis
AU  - Pávó, József
AU  - Lesselier, Dominique
AU  - Nicolas, Alain
TI  - Hybridization of volumetric and surface models for the computation of the T/R EC probe response due to a thin opening flaw
JF  - COMPEL-THE INTERNATIONAL JOURNAL FOR COMPUTATION AND MATHEMATICS IN ELECTRICAL AND ELECTRONIC ENGINEERING
J2  - COMPEL
VL  - 27
PY  - 2008
IS  - 1
SP  - 298
EP  - 306
PG  - 9
SN  - 0332-1649
DO  - 10.1108/03321640810836852
UR  - https://m2.mtmt.hu/api/publication/2612387
ID  - 2612387
LA  - English
DB  - MTMT
ER  - 

TY  - JOUR
AU  - Zaoui, A
AU  - Menana, H
AU  - Feliachi, M
AU  - Abdellah, M
TI  - Generalization of the ideal crack model for an arrayed eddy current sensor
JF  - IEEE TRANSACTIONS ON MAGNETICS
J2  - IEEE T MAGN
VL  - 44
PY  - 2008
IS  - 6
SP  - 1638
EP  - 1641
PG  - 4
SN  - 0018-9464
DO  - 10.1109/TMAG.2007.914846
UR  - https://m2.mtmt.hu/api/publication/23927989
ID  - 23927989
LA  - English
DB  - MTMT
ER  - 

TY  - JOUR
AU  - Pávó, József
AU  - Maurice, Léa
AU  - Prémel, Denis
AU  - Lesselier, Dominique
TI  - Error estimation of calculated ECT signals due to thin cracks in a plate using a global approximation of the dipole density
JF  - INTERNATIONAL JOURNAL OF APPLIED ELECTROMAGNETICS AND MECHANICS
J2  - INT J APPL ELECTROM
VL  - 25
PY  - 2007
IS  - 1-4
SP  - 347
EP  - 356
PG  - 10
SN  - 1383-5416
DO  - 10.3233/jae-2007-870
UR  - https://m2.mtmt.hu/api/publication/2612385
ID  - 2612385
LA  - English
DB  - MTMT
ER  - 

TY  - THES
AU  - Maurice, Léa
TI  - Développement d'un modele d'interaction d'un champ électromagnétique avec défaut plan dans un matériau conducteur
PY  - 2006
UR  - https://m2.mtmt.hu/api/publication/23927990
ID  - 23927990
LA  - French
DB  - MTMT
ER  -