DocumentCode :
3500494
Title :
Approximating properties of artificial neural network in time domain for the analysis of electromagnetic fields reflected from model of human body surface
Author :
Dumin, O.M. ; Shyrokorad, D.V. ; Dumina, O.O. ; Katrich, V.A. ; Chebotarev, V.I.
Author_Institution :
Kharkiv Nat. Univ., Kharkiv, Ukraine
fYear :
2010
fDate :
21-26 June 2010
Firstpage :
1
Lastpage :
3
Abstract :
The approximating properties of artificial neural network for the problem of determination of thickness a layer of layered medium by means of the analysis of reflected impulse electromagnetic fields are considered. The impulse fields are reflected from the model of human body surface. The normal incidence of plane wave with Gaussian time form on the layered medium with losses is considered. The reflected electromagnetic field is obtained by FDTD method. Initial data for neural network analysis are the values of amplitude of electrical component of reflected field in different moments of time. So, the analysis is performed in time domain directly. As an example, the network is trained to determine the thickness of one of the layers of the medium. The stability of the determination in presence of interferences, experimental errors and instabilities of medium parameters is investigated. The approximating properties of the artificial neural network are considered for the smooth change of the second layer thickness.
Keywords :
Gaussian processes; electromagnetic fields; electromagnetic waves; finite difference time-domain analysis; inhomogeneous media; neural nets; FDTD method; Gaussian time form; artificial neural network; electrical component; human body surface; impulse fields; layered medium; neural network analysis; normal incidence; plane wave; reflected impulse electromagnetic fields; time domain; Approximation methods; Artificial neural networks; Biological system modeling; Media; Numerical simulation; Time domain analysis; Training;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Physics and Engineering of Microwaves, Millimeter and Submillimeter Waves (MSMW), 2010 International Kharkov Symposium on
Conference_Location :
Kharkiv
Print_ISBN :
978-1-4244-7900-9
Type :
conf
DOI :
10.1109/MSMW.2010.5546075
Filename :
5546075
Link To Document :
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