Uncertainty propagation in the SAR induced in the head using polynomial chaos decomposition

A. Ghanmi, Y. Pinto, A. Hadjem, E. Conil, J. Wiart, O. Picon
{"title":"Uncertainty propagation in the SAR induced in the head using polynomial chaos decomposition","authors":"A. Ghanmi, Y. Pinto, A. Hadjem, E. Conil, J. Wiart, O. Picon","doi":"10.1109/MMS.2011.6068532","DOIUrl":null,"url":null,"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.","PeriodicalId":176786,"journal":{"name":"2011 11th Mediterranean Microwave Symposium (MMS)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2011 11th Mediterranean Microwave Symposium (MMS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/MMS.2011.6068532","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 6

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.
利用多项式混沌分解方法在头部诱导SAR中的不确定性传播
拟合实验数据模型来评估有限差分时域(FDTD)过程中头部模型随时间的比吸收率(SAR)可能会导致难以计算的问题。这些困难是由于大量的参数和大量的可用数据。为了克服这些困难,统计过程控制概念已被引入开发一种元模型技术,该技术参数化SAR,并允许分析可能对头部组织暴露产生影响的参数。通过最小二乘回归估计出合适的随机元模型和多项式混沌(PC)展开系数。本文的目的是证明基于多项式混沌的元建模技术可以有效地简化不确定性传播问题,以估计头部诱导的SAR10g和大脑超过1g的SAR平均值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信