{"title":"Predicting and understanding vacancy-modified oxygen diffusion in dilute Ni-based alloys by first-principles calculations","authors":"Shun-Li Shang, Michael C. Gao, Zi-Kui Liu","doi":"10.1016/j.actamat.2024.120664","DOIUrl":null,"url":null,"abstract":"Controlling oxygen (O) diffusion is critical to materials synthesis, materials degradation, and their oxidation and hot corrosion protection. Herein we investigate O diffusion in dilute Ni-based alloys Ni<sub>30</sub>VaXO by density functional theory (DFT) based transition state theory using a vacancy (Va) modified mechanism, where X represents 22 alloying elements. The diffusion jump rates are predicted by DFT-based phonon calculations and the quasiharmoinc approach (QHA). It is found that the reactive elements (e.g., Y, Hf, Al, and Cr) that form oxides easily increase O diffusivity while the noble Pt-group elements (e.g., Pt, Pd, Ir, and Rh) that are difficult to oxidize decrease O diffusivity in Ni-based alloys. These results indicate that the bonding strength between X and O, determinable by Ellingham diagram, plays a critical role in affecting O diffusion in Ni. Correlation analysis by means of linear fitting, sequential feature selection, and Shapley value indicates that O diffusivity in Ni<sub>30</sub>VaXO connects closely to the electronic structures of alloying elements X, such as work function, electronegativity, and valence electrons. In addition, the identified outliers by correlation analysis are mainly alloying elements Y and Mn to correlate O diffusion in Ni<sub>30</sub>VaXO.","PeriodicalId":238,"journal":{"name":"Acta Materialia","volume":"11 1","pages":""},"PeriodicalIF":8.3000,"publicationDate":"2024-12-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Acta Materialia","FirstCategoryId":"88","ListUrlMain":"https://doi.org/10.1016/j.actamat.2024.120664","RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MATERIALS SCIENCE, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0
Abstract
Controlling oxygen (O) diffusion is critical to materials synthesis, materials degradation, and their oxidation and hot corrosion protection. Herein we investigate O diffusion in dilute Ni-based alloys Ni30VaXO by density functional theory (DFT) based transition state theory using a vacancy (Va) modified mechanism, where X represents 22 alloying elements. The diffusion jump rates are predicted by DFT-based phonon calculations and the quasiharmoinc approach (QHA). It is found that the reactive elements (e.g., Y, Hf, Al, and Cr) that form oxides easily increase O diffusivity while the noble Pt-group elements (e.g., Pt, Pd, Ir, and Rh) that are difficult to oxidize decrease O diffusivity in Ni-based alloys. These results indicate that the bonding strength between X and O, determinable by Ellingham diagram, plays a critical role in affecting O diffusion in Ni. Correlation analysis by means of linear fitting, sequential feature selection, and Shapley value indicates that O diffusivity in Ni30VaXO connects closely to the electronic structures of alloying elements X, such as work function, electronegativity, and valence electrons. In addition, the identified outliers by correlation analysis are mainly alloying elements Y and Mn to correlate O diffusion in Ni30VaXO.
控制氧(O)扩散对材料合成、材料降解、材料氧化和热腐蚀保护至关重要。在此,我们采用基于密度泛函理论(DFT)的过渡态理论,利用空位(Va)修正机制(其中 X 代表 22 种合金元素)研究了稀镍基合金 Ni30VaXO 中的 O 扩散。基于 DFT 的声子计算和准谐波方法 (QHA) 预测了扩散跃迁率。研究发现,容易形成氧化物的活性元素(如 Y、Hf、Al 和 Cr)会增加 O 的扩散率,而难以氧化的铂族惰性元素(如 Pt、Pd、Ir 和 Rh)会降低 O 在镍基合金中的扩散率。这些结果表明,X 与 O 之间的键合强度(可通过埃林厄姆图确定)在影响 Ni 中 O 的扩散方面起着关键作用。通过线性拟合、序列特征选择和 Shapley 值进行的相关性分析表明,Ni30VaXO 中 O 的扩散性与合金元素 X 的电子结构(如功函数、电负性和价电子)密切相关。此外,通过相关分析确定的异常值主要是合金元素 Y 和 Mn,从而与 Ni30VaXO 中的 O 扩散相关。
期刊介绍:
Acta Materialia serves as a platform for publishing full-length, original papers and commissioned overviews that contribute to a profound understanding of the correlation between the processing, structure, and properties of inorganic materials. The journal seeks papers with high impact potential or those that significantly propel the field forward. The scope includes the atomic and molecular arrangements, chemical and electronic structures, and microstructure of materials, focusing on their mechanical or functional behavior across all length scales, including nanostructures.