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关于离散颗粒模拟的数据基准测试与验证

On data benchmarking and verification of discrete granular simulations.

作者信息

Salomon Jose, O'Sullivan Catherine, Patino-Ramirez Fernando

机构信息

Department of Civil and Environmental Engineering, Imperial College London, London SW7 2BX, United Kingdom.

出版信息

Data Brief. 2024 Feb 27;53:110252. doi: 10.1016/j.dib.2024.110252. eCollection 2024 Apr.

DOI:10.1016/j.dib.2024.110252
PMID:38533119
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10964069/
Abstract

Since the seminal work of Cundall and Strack (1979), the Discrete Element Method (DEM) has now become accepted as a key tool amongst researchers exploring the fundamental behavior of granular materials. Along with a sustained increase in the number of publications documenting use of DEM in research, intensive development of new open-source and commercial DEM codes has taken place in the last decades. The credibility of these software packages depends on their capacity to replicate physical observations and to reproduce theoretical expressions. Researchers often calibrate DEM codes against laboratory data to gain confidence about their predictions, however, theoretical verifications at the macro and particle levels are often omitted or not explicitly documented or acknowledged. The validation of DEM codes against theoretical expressions is fundamental to guarantee reproducibility and generality of the software, and to avoid bias in more complex simulations. In this article, a dataset providing numerical simulation data along with input files is presented. The dataset relates to a series of theoretical validation approaches, previously documented in the literature, that were here applied to verify the open-source DEM code LAMMPS. The ability of LAMMPS to capture the macroscopic behaviour of granular packages is evaluated by shearing a face-center-cubic (FCC) array of monosized spheres. The calculation of particle translational/rotational motions and forces/torques is checked by considering a clump rolling down an inclined plane. Additionally, the stress-strain behavior of Toyoura sand under "drained" and "undrained" shearing is characterized by a series of LAMMPS outputs. The dataset collected from these simulations can be employed by users to benchmark new or existing DEM codes. Both the LAMMPS input scripts and the simulation results for all the cases are available in a public repository.

摘要

自坎德尔(Cundall)和斯特拉克(Strack)1979年发表开创性著作以来,离散单元法(DEM)如今已成为研究颗粒材料基本行为的研究人员的关键工具。随着记录离散单元法在研究中应用的出版物数量持续增加,在过去几十年中,新的开源和商业离散单元法代码得到了深入开发。这些软件包的可信度取决于它们复制物理观测结果和重现理论表达式的能力。研究人员经常根据实验室数据校准离散单元法代码,以增强对其预测的信心,然而,宏观和颗粒层面的理论验证往往被忽略,或者没有明确记录或提及。根据理论表达式对离散单元法代码进行验证,对于保证软件的可重复性和通用性,以及避免在更复杂模拟中出现偏差至关重要。在本文中,展示了一个提供数值模拟数据及输入文件的数据集。该数据集涉及一系列先前在文献中记录的理论验证方法,此处用于验证开源离散单元法代码LAMMPS。通过对单尺寸球体的面心立方(FCC)阵列进行剪切,评估LAMMPS捕捉颗粒包宏观行为的能力。通过考虑一个团块沿斜面滚动来检查颗粒平移/旋转运动以及力/扭矩的计算。此外,通过一系列LAMMPS输出结果,表征了丰浦砂在“排水”和“不排水”剪切下的应力应变行为。用户可以使用从这些模拟中收集的数据集,对新的或现有的离散单元法代码进行基准测试。所有案例的LAMMPS输入脚本和模拟结果都可在公共存储库中获取。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c2b/10964069/0d53256b6f85/gr7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c2b/10964069/b8c8174108fb/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c2b/10964069/01f5f010d698/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c2b/10964069/99896825dcef/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c2b/10964069/eb3d75caf379/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c2b/10964069/533135d24f53/gr5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c2b/10964069/dc0c255bd43f/gr6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c2b/10964069/0d53256b6f85/gr7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c2b/10964069/b8c8174108fb/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c2b/10964069/01f5f010d698/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c2b/10964069/99896825dcef/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c2b/10964069/eb3d75caf379/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c2b/10964069/533135d24f53/gr5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c2b/10964069/dc0c255bd43f/gr6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c2b/10964069/0d53256b6f85/gr7.jpg

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