ANN inverse mapping technique applied to electromagnetic design

Citation
La. Belfore et al., ANN inverse mapping technique applied to electromagnetic design, IEEE MAGNET, 37(5), 2001, pp. 3584-3587
Citations number
8
Categorie Soggetti
Apllied Physucs/Condensed Matter/Materiales Science
Journal title
IEEE TRANSACTIONS ON MAGNETICS
ISSN journal
00189464 → ACNP
Volume
37
Issue
5
Year of publication
2001
Part
1
Pages
3584 - 3587
Database
ISI
SICI code
0018-9464(200109)37:5<3584:AIMTAT>2.0.ZU;2-G
Abstract
This paper examines the use of inverse mapping for the design of electromag netic devices whose performance is described by an artificial neural networ k (ANN). In cases where the function describing the inverse problem is ill- conditioned, it may be very difficult to train a neural network to learn th e inverse problem. In these cases, an iterative method based on an inverse mapping technique may be employed. When provided with the desired output ve ctor, this method uses backpropagation to train (solve) for the unknown par ameters in the input vector. The results of using the ANN based inverse map ping approach in the design optimization of a hollow transmission line are presented.