Eddy current tomography with a differential forward model
Creators
- Trillon, Adrien
- Ecole Centrale de Nantes, Ecole doctorale sciences et technologies de l'information et des mathematiques, Equipe ADTSI (France)
- EDF R et D, groupe P1B, Equipe Step, Chatou (France)
- Ecole Polytechnique de Montreal, Lion, 2500, chemin de Polytechnique, Montreal - Quebec, H3T 1J4 (Canada)
Description
Eddy current tomography can be employed to characterize flaws in metal plates in steam generators of nuclear power plants. Our goal is to evaluate a map of the relative conductivity that represents the flaw. This nonlinear ill-posed problem is difficult to solve and a forward model is needed. First, we studied existing forward models to chose the one that is the most adapted to our case. Finite difference and finite element methods matched very good to our application. We adapted contrast source inversion (CSI) type methods to the chosen model and a new criterion was proposed. These methods are based on the minimization of the weighted errors of the model equations, coupling and observation. They allow an error on the equations. It appeared that reconstruction quality grows with the decay of the error on the coupling equation. We resorted to augmented Lagrangian techniques to constrain coupling equation and to avoid conditioning problems. In order to overcome the ill-posed character of the problem, prior information was introduced about the shape of the flaw and the values of the relative conductivity. Efficiency of the methods are illustrated with simulated flaws in 2D case. (author)
Abstract (French)
La tomographie par courants de Foucault peut etre utilisee pour evaluer la forme et le volume de defauts dans des plaques metalliques de generateur de vapeur de centrale nucleaire. L'objectif du travail presente est de cartographier la distribution d'une grandeur representative du defaut, ici la conductivite relative. Ce probleme est difficile a resoudre car mal-pose et non-lineaire. Afin de le resoudre un modele numerique est necessaire. Nos travaux ont tout d'abord consiste a etudier les modeles directs existants pour choisir le plus adapte a notre cas. Il s'est avere que les methodes differentielles, differences finies ou elements finis, etaient les plus adaptees a notre cas. Une fois que le modele direct a ete choisi, nous avons adapte les methodes de type contrast source inversion (CSI) a ce modele, puis propose un nouveau critere a minimiser. Les methodes de type CSI sont basees sur la minimisation de l'erreur quadratique ponderee des equations du modele, observation et couplage. Par construction, elles autorisent une erreur sur ces equations. Il apparait que les resultats de reconstruction s'ameliorent lorsque l'erreur sur l'equation de couplage diminue. Afin de contraindre cette equation en evitant des problemes de conditionnement, on a eu recours a une technique de Lagrangien augmente. Enfin, le caractere mal-pose de ce probleme peut etre contourne en introduisant des informations a priori adequates notamment sur la forme generale des defauts a reconstruire ainsi que sur les valeurs possibles de la conductivite relative. L'efficacite des methodes developpees est illustree avec des cas simules en 2D. (auteur)Files
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Additional details
Additional titles
- Original title (French)
- Reconstruction de defauts a partir de donnees issues de capteurs a courants de Foucault avec modele direct differentiel
Publishing Information
- Imprint Pagination
- 212 p.
- Report number
- FRNC-TH--14255
INIS
- Country of Publication
- France
- Country of Input or Organization
- France
- INIS RN
- 54046861
- Subject category
- S97: MATHEMATICAL METHODS AND COMPUTING;
- Resource subtype / Literary indicator
- Thesis
- Descriptors DEI
- ALGORITHMS; COUPLING; DEFECTS; EDDY CURRENT TESTING; ELECTRIC CONDUCTIVITY; ELECTRIC FIELDS; ELECTRIC IMPEDANCE; FINITE DIFFERENCE METHOD; FINITE ELEMENT METHOD; LAGRANGIAN FUNCTION; MARKOV PROCESS; MAXWELL EQUATIONS; MINIMIZATION; NONLINEAR PROBLEMS; STEAM GENERATORS
- Descriptors DEC
- BOILERS; CALCULATION METHODS; DIFFERENTIAL EQUATIONS; ELECTRICAL PROPERTIES; ELECTROMAGNETIC TESTING; EQUATIONS; FUNCTIONS; IMPEDANCE; ITERATIVE METHODS; MATERIALS TESTING; MATHEMATICAL LOGIC; MATHEMATICAL SOLUTIONS; NONDESTRUCTIVE TESTING; NUMERICAL SOLUTION; OPTIMIZATION; PARTIAL DIFFERENTIAL EQUATIONS; PHYSICAL PROPERTIES; STOCHASTIC PROCESSES; TESTING; VAPOR GENERATORS
Optional Information
- Notes
- [130 refs.]; Available from the INIS Liaison Officer for France, see the INIS website for current contact and E-mail addresses