Investigating Microstructure–Property Relationships of Nonwovens by Model-Based Virtual Material Testing

IF 2.7 3区 工程技术 Q3 ENGINEERING, CHEMICAL
Matthias Weber, Andreas Grießer, Dennis Mosbach, Erik Glatt, Andreas Wiegmann, Volker Schmidt
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Abstract

Quantifying the relationship between geometric descriptors of microstructure and effective properties like permeability is essential for understanding and improving the behavior of porous materials. In this paper, we employ a previously developed stochastic model to investigate microstructure–property relationships of nonwovens. First, we show the capability of the model to generate a wide variety of realistic nonwovens by varying the model parameters. By computing various geometric descriptors, we investigate the relationship between model parameters and microstructure morphology and, in this way, assess the range of structures which may be described by our model. In a second step, we perform virtual materials testing based on the simulation of a wide range of nonwovens. For these 3D structures, we compute geometric descriptors and perform numerical simulations to obtain values for permeability as an effective material property. We then examine and quantify the relationship between microstructure morphology and permeability by fitting parametric regression formulas to the obtained data set, including but not limited to formulas from the literature. We show that for structures which are captured by our model, predictive power may be improved by allowing for slightly more complex formulas.

Abstract Image

通过基于模型的虚拟材料测试研究无纺布的微观结构与性能关系
量化微观结构的几何描述符与有效特性(如渗透性)之间的关系对于理解和改进多孔材料的行为至关重要。在本文中,我们采用之前开发的随机模型来研究无纺布的微观结构与性能之间的关系。首先,我们展示了该模型通过改变模型参数生成各种真实无纺布的能力。通过计算各种几何描述符,我们研究了模型参数与微观结构形态之间的关系,并以此评估了模型可描述的结构范围。第二步,我们在模拟各种无纺布的基础上进行虚拟材料测试。对于这些三维结构,我们计算几何描述符并进行数值模拟,以获得作为有效材料属性的渗透率值。然后,我们通过将参数回归公式拟合到所获得的数据集(包括但不限于文献中的公式)中,检查并量化微观结构形态与渗透性之间的关系。我们的研究表明,对于我们的模型所捕捉到的结构,如果采用稍微复杂一些的公式,预测能力可能会有所提高。
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来源期刊
Transport in Porous Media
Transport in Porous Media 工程技术-工程:化工
CiteScore
5.30
自引率
7.40%
发文量
155
审稿时长
4.2 months
期刊介绍: -Publishes original research on physical, chemical, and biological aspects of transport in porous media- Papers on porous media research may originate in various areas of physics, chemistry, biology, natural or materials science, and engineering (chemical, civil, agricultural, petroleum, environmental, electrical, and mechanical engineering)- Emphasizes theory, (numerical) modelling, laboratory work, and non-routine applications- Publishes work of a fundamental nature, of interest to a wide readership, that provides novel insight into porous media processes- Expanded in 2007 from 12 to 15 issues per year. Transport in Porous Media publishes original research on physical and chemical aspects of transport phenomena in rigid and deformable porous media. These phenomena, occurring in single and multiphase flow in porous domains, can be governed by extensive quantities such as mass of a fluid phase, mass of component of a phase, momentum, or energy. Moreover, porous medium deformations can be induced by the transport phenomena, by chemical and electro-chemical activities such as swelling, or by external loading through forces and displacements. These porous media phenomena may be studied by researchers from various areas of physics, chemistry, biology, natural or materials science, and engineering (chemical, civil, agricultural, petroleum, environmental, electrical, and mechanical engineering).
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