Wang Kun, Zhu Wenjun, Xiao Shifang, Chen Jun, Hu Wangyu
College of Materials Science and Engineering, Hunan University, Changsha 410082, People's Republic of China. Laboratory for Shock Wave and Detonation Physics, Institute of Fluid Physics, Mianyang 621900, People's Republic of China. Laboratory of Computational Physics, Institute of Applied Physics and Computational Mathematics, Beijing 100088, People's Republic of China.
J Phys Condens Matter. 2016 Dec 21;28(50):505201. doi: 10.1088/0953-8984/28/50/505201. Epub 2016 Oct 19.
Large scale atomistic simulations with suitable interatomic potentials are widely employed by scientists or engineers of different areas. The quick generation of high-quality interatomic potentials is urgently needed. This largely relies on the developments of potential construction methods and algorithms in this area. Quantities of interatomic potential models have been proposed and parameterized with various methods, such as the analytic method, the force-matching approach and multi-object optimization method, in order to make the potentials more transferable. Without apparently lowering the precision for describing the target system, potentials of fewer fitting parameters (FPs) are somewhat more physically reasonable. Thus, studying methods to reduce the FP number is helpful in understanding the underlying physics of simulated systems and improving the precision of potential models. In this work, we propose an embedded-atom method (EAM) potential model consisting of a new manybody term based on the pth moment approximation to the tight binding theory and the general transformation invariance of EAM potentials, and an energy modification term represented by pairwise interactions. The pairwise interactions are evaluated by an analytic-numerical scheme without the need to know their functional forms a priori. By constructing three potentials of aluminum and comparing them with a commonly used EAM potential model, several wonderful results are obtained. First, without losing the precision of potentials, our potential of aluminum has fewer potential parameters and a smaller cutoff distance when compared with some constantly-used potentials of aluminum. This is because several physical quantities, usually serving as target quantities to match in other potentials, seem to be uniquely dependent on quantities contained in our basic reference database within the new potential model. Second, a key empirical parameter in the embedding term of the commonly used EAM model is found to be related to the effective order of moments of local density of states. This may provide a way to improve the precision of EAM potentials further through more precise approximations to tight binding theory. In addition, some critical details about construction procedures are discussed.
不同领域的科学家或工程师广泛采用具有合适原子间势的大规模原子模拟。迫切需要快速生成高质量的原子间势。这在很大程度上依赖于该领域势构建方法和算法的发展。已经提出了大量的原子间势模型并用各种方法进行了参数化,如解析法、力匹配法和多目标优化法,以使势更具转移性。在不明显降低描述目标系统精度的情况下,拟合参数较少的势在物理上更合理一些。因此,研究减少拟合参数数量的方法有助于理解模拟系统的潜在物理机制并提高势模型的精度。在这项工作中,我们提出了一种嵌入原子法(EAM)势模型,它由基于紧束缚理论的p阶矩近似和EAM势的一般变换不变性的新多体项以及由成对相互作用表示的能量修正项组成。成对相互作用通过解析 - 数值方案进行评估,无需事先知道它们的函数形式。通过构建三种铝的势并将它们与一种常用的EAM势模型进行比较,得到了几个出色的结果。首先,在不损失势精度的情况下,与一些常用的铝势相比,我们的铝势具有更少的势参数和更小的截断距离。这是因为一些通常在其他势中用作匹配目标量的物理量,在新势模型中似乎唯一地依赖于我们基本参考数据库中包含的量。其次,发现常用EAM模型嵌入项中的一个关键经验参数与局域态密度矩的有效阶数有关。这可能为通过更精确的紧束缚理论近似进一步提高EAM势的精度提供一种方法。此外,还讨论了构建过程的一些关键细节。