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Parameter identification for nonlinear elliptic-parabolic systems with application in lithium-ion battery modeling

机译:非线性椭圆抛物线系统的参数辨识及其在锂离子电池建模中的应用

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摘要

In this paper the authors consider a parameter estimation problem for a nonlinear systems, which consists of one parabolic equation for the concentration and two elliptic equations for the potentials. The measurements are given as boundary values for one of the potentials. For its numerical solution the Gauss Newton method is applied. To speed up the solution process, a reduced-order approach based on proper orthogonal decomposition is utilized, where the accuracy is controlled by error estimators. Parameters, which can not be identified from the measurements, are identified by the subset selection method with pivoting. Numerical examples show the efficiency of the proposed approach.
机译:在本文中,作者考虑了非线性系统的参数估计问题,该问题由一个浓度的抛物线方程和两个电位的椭圆方程组成。测量值作为电位之一的边界值给出。对于其数值解,采用了高斯牛顿法。为了加快求解过程,使用了基于适当正交分解的降阶方法,其中精度由误差估计器控制。无法通过测量确定的参数通过子集选择方法通过旋转进行标识。数值算例表明了该方法的有效性。

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