NDT.net - August 1999, Vol. 4 No. 8

Localization and Shape Classification of Defects using the Finite Element Method and the Neural Networks

Fabrice ZAOUI, Claude MARCHAND, Adel RAZEK
Laboratoire de Génie Electrique de Paris (LGEP) -
URA CNRS 0127 - SUPELEC - Universités Paris XI et Paris VI
Plateau de Moulon, F 91192 Gif-sur-Yvette Cedex
Corresponding Author Contact:
Email: zaoui@lgep.supelec.fr

Electromagnetic Non-Destructive Evaluation II,
Proceedings of the 3rd International Workshop on E'NDE,
Reggio Calabria, Italy, September 1997.
ISBN: 90 5199 375 7 - published by IOS Press
TABLE OF CONTENTS


Abstract

Introduction

Studied device

Artificial Neural Networks (ANN)

Results

Conclusions

References

  1. « Electromagnetic Methods of Defect Detection », W. Lord, S. Nath, Y. K. Shin, and Z. You, IEEE Trans. Magn., Vol. 26, No. 5, Sept. 90, pp. 2070-2075
  2. « A Second Order Approximation for Conductivity Imaging », G. Rubinacci, A. Tamburrino, S. Ventre, and F. Villone, ISEM 1997, IOS Press
  3. « Artificial Neural Networks in the Solution of Inverse Electromagnetic Field Problems », S. Ratnajeevan, and H. Hoole, IEEE Trans. Magn., Vol. 29, No. 2, March 93, pp. 1931-1933
  4. « Solution of Inverse Problems in Electromagnetics Using Hopfield Networks », I. Elshafiey, L. Udpa, and S. S. Udpa, IEEE Trans. Magn., Vol. 13, No. 1, Jan. 95, pp. 852-861
  5. « Self-Organization and Associative Memory », T. Kohonen, 2nd Edition, Berlin : Springer-Verlag, 1987
  6. « Optimization of Neural Network Parameters for Defect Characterization », G. X. Xie, M. Chao, C. H. Yeoh, S. Mandayam, S. S. Udpa, L. Udpa, and W. Lord, Review of progress in quantitative NDE, 1996, Vol. 15, pp. 2189-2197
  7. « Automatic Procedure for Thermal NDE of Delaminations in CFRP by Using Neural Networks », Review of progress in quantitative NDE, 1997, Vol. 16A, pp. 773-780
  8. « Automation of Electric Current Injection NDE by Neural Networks », Review of progress in quantitative NDE, 1997, Vol. 16A, pp. 789-795
  9. « A Data Processing and Neural Network Approach for the Inverse Problem in ECT », Radu C. Popa, and K. Miya, E'NDE 1997, Reggio Calabria, pp. 82-83
  10. « Computer Aided Analysis and Design of Electromagnetic Devices », New-York: Elsevier, 1989
  11. « A Survey of electromagnetic methods of nondestructive testing », W. Lord, Ed. W. W. Stinchcomb, Mechanics of Nondestructive Testing, New-York: Plenum, 1980, chap. 3, pp. 77-100
  12. « Neural Network Toolbox », H. Demuth, and M. Beale, for use with MATLAB? , Math Works Inc.
  13. « Modelling of thin cracks using edge and nodal shell elements in nondestructive testing application», Z. Ren, E'NDE 1997 Workshop Digest, Reggio Calabria, pp. 41-42
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