Sensitivity analysis of a realistic electrical model of the Uterine activity

J. Verwaerde, J. Laforêt, A. Rassineux, C. Marque
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引用次数: 0

Abstract

This paper presents the sensitivity analysis (SA) of a model developed to simulate the uterine electrical activity recorded on the woman’s abdomen (the electrohysterogram, EHG). This model contains different sub-models that permit to simulate the electro-chemical behavior of the uterine muscle during a contraction (EHG), the abdominal conducting volume as well as a personalized geometry of the uterus. We based our sensitivity analysis on the Morris elementary effects method, a well-known screening method suited for large dimension and complex models. We adapted the classical Morris sensitivity measures to deal with the non-uniform distribution of the elementary effects. The SA tested the effect of the 32 parameters of the model on 5 classical features computed from the simulated EHG. The results indicate a nonlinear influence of the parameters on the EHG features. They permit to evidence the most important parameters as well of the negligible ones for the further use of the uterine model.
子宫活动的现实电模型敏感性分析
本文介绍了一个模型的敏感性分析(SA),该模型用于模拟记录在妇女腹部的子宫电活动(子宫电图,EHG)。该模型包含不同的子模型,这些子模型允许模拟子宫肌肉在收缩(EHG)期间的电化学行为,腹部传导体积以及子宫的个性化几何形状。我们的敏感性分析基于莫里斯初等效应法,这是一种众所周知的适合于大尺寸和复杂模型的筛选方法。我们采用了经典的莫里斯灵敏度度量来处理基本效应的非均匀分布。SA测试了模型的32个参数对模拟EHG计算出的5个经典特征的影响。结果表明,参数对EHG特征有非线性影响。它们可以证明最重要的参数以及可忽略的参数,以便进一步使用子宫模型。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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