DocumentCode
2145591
Title
FDTD data extrapolation using multilayer perceptron (MLP)
Author
Göksu, Hüseyin ; Pommerenke, David J. ; Wunsch, Donald C., II
Author_Institution
Dept. of Electr. & Comput. Eng., Missouri Univ., Rolla, MO, USA
Volume
2
fYear
2003
fDate
18-22 Aug. 2003
Firstpage
735
Abstract
This work compares MLP with the matrix pencil method, a linear eigenanalysis-based extrapolator, in terms of their effectiveness in finite difference time domain (FDTD) data extrapolation. Matrix pencil method considers the signal as superposed complex exponentials while MLP considers each time step to be a nonlinear function of previous time steps.
Keywords
eigenvalues and eigenfunctions; extrapolation; finite difference time-domain analysis; multilayer perceptrons; EMC; FDTD; MLP; data extrapolation; finite difference time domain; linear eigenanalysis-based extrapolator; matrix pencil method; multilayer perceptron; neural networks; nonlinear function; superposed complex exponentials; time series; time step; Computational modeling; Electromagnetic compatibility; Extrapolation; Finite difference methods; Frequency; Multilayer perceptrons; Neural networks; Predictive models; Resonance; Time domain analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Electromagnetic Compatibility, 2003 IEEE International Symposium on
Print_ISBN
0-7803-7835-0
Type
conf
DOI
10.1109/ISEMC.2003.1236698
Filename
1236698
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