Title :
Electromagnetic Device Analysis Using a Meshless Approach Coupled to a Kohonen Network
Author :
Das, Rajeev ; Lowther, David A.
Author_Institution :
Dept. of Electr. & Comput. Eng., McGill Univ., Montreal, QC, Canada
Abstract :
This paper describes a novel adaptive solution system for electromagnetic field problems. The solution method is based on a meshless approach and thus the preprocessing effort is minimized. The positions of the nodes used for this solution are determined adaptively using a Kohonen neural network (NN). The objective of the proposed approach is to obtain an optimal placing of the nodes before adding any new degrees of freedom to reduce the error.
Keywords :
electrical engineering computing; electromagnetic devices; electromagnetic fields; neural nets; Kohonen network; Kohonen neural network; adaptive solution system; electromagnetic device analysis; electromagnetic field problem; meshless approach; optimal placing; Adaptive systems; Electromagnetic analysis; Electromagnetic coupling; Electromagnetic devices; Electromagnetic fields; Finite element methods; Helium; Mesh generation; Neural networks; Shape; Finite element method (FEM); Kohonen neural network (NN); meshless method; radial basis function;
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2010.2044985