基于Sobol指标的电荷输运模型参数敏感性分析

F. Baudoin, S. Le Roy, G. Teyssèdre, C. Laurent, I. Alhossen, F. Bugarin, S. Segonds, N. Binaud
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引用次数: 2

摘要

本文旨在利用基于Sobol方法的方法对电荷输运模型进行参数灵敏度分析。电荷输运模型通常包含大量未知或定义不清的参数,通常10,这些参数相互作用产生宏观响应,例如通过空间电荷密度分布和外部电流测量可观察到。然而,模型的各种物理过程对预测行为有不同的影响。本文采用Sobol方法研究了如何将电流密度和电荷密度的变化定量地分配给模型输入参数的变化。
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Parameters sensitivity analysis in charge transport model using Sobol indexes for optimization purpose
This paper aims at carrying out a parameters sensitivity analysis on a charge transport model using an approach based on the Sobol's method. Charge transport models generally encompass a large number of unknown or ill-defined parameters, typically 10, that interact to produce macroscopic response observable through e.g. space charge density profiles and external current measurements. However, the various physical processes of the model have different impact on the predicted behaviour. The Sobol' approach applied herein is used to study how the variation of the current density and charges density can be quantitatively apportioned to the variation of the model input parameters.
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