Strengths and Pitfalls of classical interatomic potentials for the modelling of hydrogen embrittlement in BCC-Fe: A benchmarking analysis

IF 3.1 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY
Ram M.T. Vallinayagam , Iban Quintana , Elena Akhmatskaya , Mauricio Rincón Bonilla
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Abstract

The rational design of cost-effective, hydrogen-resistant structural materials is essential for establishing hydrogen as a competitive alternative to other emission-free storage technologies. To this end, atomistic models based on empirical interatomic potentials (IPs) provide valuable insights on the interplay between H diffusion and micromechanics at a fraction of the cost of electronic calculations. For the BCC-Fe – H system, several such IPs have been proposed and deployed under a wide variety of conditions. However, IP validation has largely been conducted in the infinite dilution limit and on the basis of thermodynamic metrics, leaving doubts on their accuracy under realistic hydrogen loads in dynamic settings. To address this shortcoming, we provide a comprehensive assessment of seven widely used IPs for the BCC-Fe–H system, encompassing the popular embedded atom (EAM), Modified EAM (MEAM) and bond-order (BOP) potential models. Our analysis incorporates critical metrics, including mechanical behavior under volumetric and uniaxial deformation, hydrogen distribution and kinetics, and grain boundary segregation at both moderate and high hydrogen concentrations. Our findings reveal significant discrepancies in predictive accuracy, along with system-size and simulation-length artifacts that are easily overlooked in the application of these IPs. Additionally, we identify an inherent failure of EAM-type IPs (the most frequently used IP type) to both prevent unrealistic H clustering and accurately estimate its transport properties. Lastly, we present a detailed ranking of the evaluated IPs and assess the overall-best performing model on a large polycrystal system, enabling researchers to make informed choices based on the specific requirements of their studies.
BCC-Fe中氢脆模型的经典原子间势的优势和缺陷:基准分析
合理设计具有成本效益的抗氢结构材料对于将氢作为其他无排放存储技术的竞争性替代品至关重要。为此,基于经验原子间势(ip)的原子模型为氢扩散和微观力学之间的相互作用提供了有价值的见解,而成本只是电子计算的一小部分。对于BCC-Fe - H系统,已经提出了几个这样的ip,并在各种条件下部署。然而,IP验证在很大程度上是在无限稀释极限和热力学指标的基础上进行的,在动态设置的实际氢负荷下,它们的准确性令人怀疑。为了解决这一缺陷,我们对7种广泛应用于BCC-Fe-H体系的ip进行了全面评估,包括流行的嵌入式原子(EAM),改进的EAM (MEAM)和键序(BOP)电位模型。我们的分析结合了关键指标,包括体积和单轴变形下的力学行为,氢的分布和动力学,以及中等和高浓度氢的晶界偏析。我们的研究结果揭示了预测准确性的显著差异,以及在这些ip的应用中容易被忽视的系统大小和模拟长度的工件。此外,我们确定了eam类型IP(最常用的IP类型)在防止不现实的H聚类和准确估计其传输特性方面的固有失败。最后,我们给出了被评估的ip的详细排名,并评估了大型多晶硅系统中整体表现最好的模型,使研究人员能够根据他们的研究的具体要求做出明智的选择。
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来源期刊
Computational Materials Science
Computational Materials Science 工程技术-材料科学:综合
CiteScore
6.50
自引率
6.10%
发文量
665
审稿时长
26 days
期刊介绍: The goal of Computational Materials Science is to report on results that provide new or unique insights into, or significantly expand our understanding of, the properties of materials or phenomena associated with their design, synthesis, processing, characterization, and utilization. To be relevant to the journal, the results should be applied or applicable to specific material systems that are discussed within the submission.
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