| Short-range order and its impacts on the BCC MoNbTaW multi-principal element alloy by the machine-learning potential | |
Santosflorez, Pedro A; Dai SC(戴仕诚); Yao, Yi; Yanxon, Howard; Li, Lin; Wang YJ(王云江) ; Zhu, Qiang; Yu, Xiaoxiang
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| Source Publication | ACTA MATERIALIA
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| 2023-08-15 | |
| Volume | 255Pages:119041 |
| ISSN | 1359-6454 |
| Abstract | We utilize a machine-learning force field, trained by a neural network (NN) with bispectrum coefficients as descriptors, to investigate the chemical short-range order (SRO) influences on the BCC MoNbTaW alloy strengthening mechanism. The NN interatomic potential offers a transferable force field that exhibits accuracy comparable to density functional theory. This innovative NN potential is employed to examine the SRO effects on various aspects such as elasticity, vibrational modes, plasticity, and strength in the MoNbTaW multi-principal element alloy (MPEA). The findings reveal a significant attraction between Mo-Ta pairs, resulting in the formation of locally ordered B2 clusters. These clusters can be adjustedvia temperature and enhanced by Nb content. The presence of SRO leads to an increase in high-frequency phonon modes and introduces additional lattice friction to dislocation motion. This approach facilitates efficient compositional screening, paving the way for computational-guided materials design of novel MPEAs with enhanced performance. Furthermore, it opens up avenues for tuning the mechanical properties through optimization of the processing parameters. |
| Keyword | Multi -principal element alloys Short-range order Machine -learning potential |
| DOI | 10.1016/j.actamat.2023.119041 |
| Indexed By | SCI ; EI |
| Language | 英语 |
| WOS ID | WOS:001018577700001 |
| WOS Research Area | Materials Science, Multidisciplinary ; Metallurgy & Metallurgical Engineering |
| Funding Organization | NSFC [12072344] ; Youth Innovation Promotion Association of the Chinese Academy of Sciences ; [TG-DMR180040] |
| Classification | 一类 |
| Ranking | 1 |
| Contributor | Zhu, Q (corresponding author), Univ Nevada, Dept Phys & Astron, Las Vegas, NV 89154 USA. ; Wang, YJ (corresponding author), Chinese Acad Sci, Inst Mech, State Key Lab Nonlinear Mech, Beijing 100190, Peoples R China. ; Wang, YJ (corresponding author), Univ Chinese Acad Sci, Sch Engn Sci, Beijing 100049, Peoples R China. ; Li, L (corresponding author), Univ Alabama, Dept Met & Mat Engn, Tuscaloosa, AL 35401 USA. ; Li, L (corresponding author), Arizona State Univ, Sch Engn Matter Transport & Energy, Tempe, AZ 85287 USA. ; Yu, XX (corresponding author), Northwestern Univ, Dept Mat Sci & Engn, Evanston, IL 60208 USA. ; Yu, XX (corresponding author), Novelis Global Res & Technol Ctr, Kennesaw, GA 30144 USA. |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://dspace.imech.ac.cn/handle/311007/92430 |
| Collection | 非线性力学国家重点实验室 |
| Affiliation | 1.{Santos-Florez Pedro A., Yanxon Howard, Zhu Qiang} Univ Nevada Dept Phys & Astron Las Vegas NV 89154 USA 2.{Dai Shi-Cheng, Wang Yun-Jiang} Chinese Acad Sci Inst Mech State Key Lab Nonlinear Mech Beijing 100190 Peoples R China 3.{Dai Shi-Cheng, Wang Yun-Jiang} Univ Chinese Acad Sci Sch Engn Sci Beijing 100049 Peoples R China 4.{Yao Yi, Li Lin} Univ Alabama Dept Met & Mat Engn Tuscaloosa AL 35401 USA 5.{Yao Yi, Li Lin} Arizona State Univ Sch Engn Matter Transport & Energy Tempe AZ 85287 USA 6.{Yu Xiao-Xiang} Northwestern Univ Dept Mat Sci & Engn Evanston IL 60208 USA 7.{Yu Xiao-Xiang} Novelis Global Res & Technol Ctr Kennesaw GA 30144 USA |
| Recommended Citation GB/T 7714 | Santosflorez, Pedro A,Dai SC,Yao, Yi,et al. Short-range order and its impacts on the BCC MoNbTaW multi-principal element alloy by the machine-learning potential[J]. ACTA MATERIALIA,2023,255:119041.Rp_Au:Zhu, Q (corresponding author), Univ Nevada, Dept Phys & Astron, Las Vegas, NV 89154 USA., Wang, YJ (corresponding author), Chinese Acad Sci, Inst Mech, State Key Lab Nonlinear Mech, Beijing 100190, Peoples R China., Wang, YJ (corresponding author), Univ Chinese Acad Sci, Sch Engn Sci, Beijing 100049, Peoples R China., Li, L (corresponding author), Univ Alabama, Dept Met & Mat Engn, Tuscaloosa, AL 35401 USA., Li, L (corresponding author), Arizona State Univ, Sch Engn Matter Transport & Energy, Tempe, AZ 85287 USA., Yu, XX (corresponding author), Northwestern Univ, Dept Mat Sci & Engn, Evanston, IL 60208 USA., Yu, XX (corresponding author), Novelis Global Res & Technol Ctr, Kennesaw, GA 30144 USA. |
| APA | Santosflorez, Pedro A.,戴仕诚.,Yao, Yi.,Yanxon, Howard.,Li, Lin.,...&Yu, Xiaoxiang.(2023).Short-range order and its impacts on the BCC MoNbTaW multi-principal element alloy by the machine-learning potential.ACTA MATERIALIA,255,119041. |
| MLA | Santosflorez, Pedro A,et al."Short-range order and its impacts on the BCC MoNbTaW multi-principal element alloy by the machine-learning potential".ACTA MATERIALIA 255(2023):119041. |
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| Jp2023Fa029.pdf（6513KB） | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | View Download | |
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