{"title":"BCC-Fe中氢脆模型的经典原子间势的优势和缺陷:基准分析","authors":"Ram M.T. Vallinayagam , Iban Quintana , Elena Akhmatskaya , Mauricio Rincón Bonilla","doi":"10.1016/j.commatsci.2025.114042","DOIUrl":null,"url":null,"abstract":"<div><div>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.</div></div>","PeriodicalId":10650,"journal":{"name":"Computational Materials Science","volume":"258 ","pages":"Article 114042"},"PeriodicalIF":3.1000,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Strengths and Pitfalls of classical interatomic potentials for the modelling of hydrogen embrittlement in BCC-Fe: A benchmarking analysis\",\"authors\":\"Ram M.T. Vallinayagam , Iban Quintana , Elena Akhmatskaya , Mauricio Rincón Bonilla\",\"doi\":\"10.1016/j.commatsci.2025.114042\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>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.</div></div>\",\"PeriodicalId\":10650,\"journal\":{\"name\":\"Computational Materials Science\",\"volume\":\"258 \",\"pages\":\"Article 114042\"},\"PeriodicalIF\":3.1000,\"publicationDate\":\"2025-06-16\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Computational Materials Science\",\"FirstCategoryId\":\"88\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0927025625003854\",\"RegionNum\":3,\"RegionCategory\":\"材料科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"MATERIALS SCIENCE, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computational Materials Science","FirstCategoryId":"88","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0927025625003854","RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"MATERIALS SCIENCE, MULTIDISCIPLINARY","Score":null,"Total":0}
Strengths and Pitfalls of classical interatomic potentials for the modelling of hydrogen embrittlement in BCC-Fe: A benchmarking analysis
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.
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.