耦合多物理场生物膜模型中材料参数的逆分析

Willmann, Harald, Wall, Wolfgang A.
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引用次数: 1

摘要

在本文中,我们提出了一种逆分析算法来寻找不同耦合多物理场生物膜模型中多个材料参数的最佳拟合。我们使用非线性连续力学方法来模拟流动细胞实验中发生的生物膜变形。目标函数是基于模型与实验之间流体生物膜界面距离的简单几何测量。采用基于有限差分逼近的Levenberg-Marquardt算法作为优化器。提出的方法使用适度到低的模型评估量。基于生成的数值结果和高斯噪声的加入,对该算法进行了初步的介绍和评价。数值结果表明,所提出的方法可以很好地适用于所研究的不同物理效应和所选择的模型数值方法。给出的实例显示了生物膜模型中包括流固相互作用效应、孔隙弹性、非均质材料性质和生长在内的多个参数的逆分析。
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Inverse analysis of material parameters in coupled multi-physics biofilm models
In this article we propose an inverse analysis algorithm to find the best fit of multiple material parameters in different coupled multi-physics biofilm models. We use a nonlinear continuum mechanical approach to model biofilm deformation that occurs in flow cell experiments. The objective function is based on a simple geometrical measurement of the distance of the fluid biofilm interface between model and experiments. A Levenberg-Marquardt algorithm based on finite difference approximation is used as an optimizer. The proposed method uses a moderate to low amount of model evaluations. For a first presentation and evaluation the algorithm is applied and tested on different numerical examples based on generated numerical results and the addition of Gaussian noise. Achieved numerical results show that the proposed method serves well for different physical effects investigated and numerical approaches chosen for the model. Presented examples show the inverse analysis for multiple parameters in biofilm models including fluid-solid interaction effects, poroelasticity, heterogeneous material properties and growth.
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来源期刊
Advanced Modeling and Simulation in Engineering Sciences
Advanced Modeling and Simulation in Engineering Sciences Engineering-Engineering (miscellaneous)
CiteScore
6.80
自引率
0.00%
发文量
22
审稿时长
30 weeks
期刊介绍: The research topics addressed by Advanced Modeling and Simulation in Engineering Sciences (AMSES) cover the vast domain of the advanced modeling and simulation of materials, processes and structures governed by the laws of mechanics. The emphasis is on advanced and innovative modeling approaches and numerical strategies. The main objective is to describe the actual physics of large mechanical systems with complicated geometries as accurately as possible using complex, highly nonlinear and coupled multiphysics and multiscale models, and then to carry out simulations with these complex models as rapidly as possible. In other words, this research revolves around efficient numerical modeling along with model verification and validation. Therefore, the corresponding papers deal with advanced modeling and simulation, efficient optimization, inverse analysis, data-driven computation and simulation-based control. These challenging issues require multidisciplinary efforts – particularly in modeling, numerical analysis and computer science – which are treated in this journal.
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