DocumentCode
2213569
Title
Uncertainty propagation in the SAR induced in the head using polynomial chaos decomposition
Author
Ghanmi, A. ; Pinto, Y. ; Hadjem, A. ; Conil, E. ; Wiart, J. ; Picon, O.
Author_Institution
Whist Lab., Inst. Telecom, Issy-les-Moulineaux, France
fYear
2011
fDate
8-10 Sept. 2011
Firstpage
73
Lastpage
76
Abstract
Fitting an experimental data model to evaluate the Specific Absorption Rate (SAR) induced in the head model over time of our Finite-Difference Time-Domain (FDTD) process may lead to intractable calculations. These difficulties are due to the large number of parameters, and the amount of available data. In order to overcome these difficulties, statistical process control concepts have been introduced to develop a metamodel technique which parameterizes the SAR and allows the analysis of the parameters that can have an influence on the head tissues exposure. The appropriate stochastic metamodel and the Polynomial Chaos (PC) expansion coefficients are estimated by least-square regression. The objective of this paper is to show that the metamodelling technique based on a polynomial chaos can be an efficient tool to simplify uncertainty propagation problem to estimate the SAR10g induced in the head and the SAR average over 1g of the brain.
Keywords
UHF radio propagation; biological effects of fields; finite difference time-domain analysis; least squares approximations; polynomials; regression analysis; stochastic processes; FDTD process; PC expansion coefficient; SAR; finite-difference time-domain process; frequency 900 MHz; head tissue exposure; least-square regression estimation; metamodelling technique; polynomial chaos decomposition; polynomial chaos expansion coefficient; specific absorption rate; statistical process control; uncertainty propagation problem; Analytical models; Chaos; Computational modeling; Finite difference methods; Polynomials; Time domain analysis; Uncertainty; FDTD; Metamodel; Polynomial Chaos; SAR; cross validation; least -square regression;
fLanguage
English
Publisher
ieee
Conference_Titel
Mediterranean Microwave Symposium (MMS), 2011 11th
Conference_Location
Hammamet
ISSN
2157-9822
Print_ISBN
978-1-4577-1814-4
Electronic_ISBN
2157-9822
Type
conf
DOI
10.1109/MMS.2011.6068532
Filename
6068532
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