An atomistic-continuum concurrent statistical coupling technique for amorphous materials using anchor points

IF 1.9 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Modelling and Simulation in Materials Science and Engineering Pub Date : 2023-08-30 DOI:10.1088/1361-651X/acf514
S. Aditya, T. Sohail, Samit Roy
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Abstract

A generalized framework for anchor point based concurrent coupling of finite element method (FEM) and molecular dynamics (MD) domains, incorporating previous related methods, is presented. The framework is robust and is agnostic of material crystallinity and atomistic description. The method follows an iterative approach to minimize the total energy of the coupled FEM-MD system, while maintaining displacement constraints between the domains. Two distinct forms of the coupling method are discussed in detail, differing in the nature of the constraint, both of which are able to make use of specialized MD solvers such as LAMMPS with little or no modification. Both methods make use of springs that join groups of atoms in the MD to the FEM domain. Method 1, termed ‘Direct Coupling’, couples MD anchor points directly to the FEM domain in a force-based manner and has the added advantage of being able to couple to specialized FEM solvers such as ABAQUS. Method 2 couples the MD to the FEM domain in a more ‘soft’ manner using the method of Lagrange multipliers and least squares approximation. The relative performance of these two methods are tested against each other in a uniaxial tension test using a graphene monolayer at 300 K temperature and a block of thermosetting polymer EPON862 at low temperature, showing comparable results. Convergence behaviour of the two coupling methods are studied and presented. The methods are then applied to the fracture of a centre-cracked graphene monolayer and compared with results from an identical pure MD simulation. The results corroborate the effectiveness of the developed method and potential use as a plug-and-play tool to couple pre-existing specialized FEM and MD solvers. Future work will focus on applying these methods to simulate elevated-temperature amorphous polymer models and their brittle fracture.
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非晶态材料的原子连续统同时统计耦合技术
结合先前的相关方法,提出了一个基于锚点的有限元法(FEM)和分子动力学(MD)域并发耦合的广义框架。该框架是稳健的,并且对材料结晶度和原子描述是不可知的。该方法遵循迭代方法,以最小化耦合FEM-MD系统的总能量,同时保持域之间的位移约束。详细讨论了耦合方法的两种不同形式,它们在约束的性质上不同,都能够使用专门的MD求解器,如LAMMPS,而几乎不进行修改。这两种方法都使用弹簧,将MD中的原子组连接到FEM域。方法1被称为“直接耦合”,以基于力的方式将MD锚点直接耦合到FEM域,并具有能够耦合到专用FEM求解器(如ABAQUS)的额外优势。方法2使用拉格朗日乘子和最小二乘近似的方法,以更“软”的方式将MD耦合到FEM域。在单轴拉伸试验中,使用石墨烯单层在300K温度下和热固性聚合物EPON862嵌段在低温下测试了这两种方法的相对性能,显示出可比较的结果。研究并给出了两种耦合方法的收敛性。然后将这些方法应用于中心裂纹石墨烯单层的断裂,并与相同纯MD模拟的结果进行比较。结果证实了所开发的方法的有效性,以及作为一种即插即用工具的潜在用途,以耦合预先存在的专业FEM和MD求解器。未来的工作将集中在应用这些方法来模拟高温非晶聚合物模型及其脆性断裂。
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来源期刊
CiteScore
3.30
自引率
5.60%
发文量
96
审稿时长
1.7 months
期刊介绍: Serving the multidisciplinary materials community, the journal aims to publish new research work that advances the understanding and prediction of material behaviour at scales from atomistic to macroscopic through modelling and simulation. Subject coverage: Modelling and/or simulation across materials science that emphasizes fundamental materials issues advancing the understanding and prediction of material behaviour. Interdisciplinary research that tackles challenging and complex materials problems where the governing phenomena may span different scales of materials behaviour, with an emphasis on the development of quantitative approaches to explain and predict experimental observations. Material processing that advances the fundamental materials science and engineering underpinning the connection between processing and properties. Covering all classes of materials, and mechanical, microstructural, electronic, chemical, biological, and optical properties.
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