A review on phase prediction in high entropy alloys

被引:9
|
作者
Soni, Vinay Kumar [1 ]
Sanyl, S. [1 ]
Rao, K. Raja [2 ]
Sinha, Sudip K. [2 ]
机构
[1] Natl Inst Technol, Dept Mech Engn, Raipur, Chhattisgarh, India
[2] Natl Inst Technol, Dept Met & Mat Engn, Raipur 492010, Chhattisgarh, India
关键词
High entropy alloys; solid solution; phase prediction; machine learning; CALPHAD; SOLID-SOLUTION PHASE; CLOSE-PACKED PHASE; MECHANICAL-PROPERTIES; MICROSTRUCTURE EVOLUTION; THERMODYNAMIC ASSESSMENT; CORROSION BEHAVIOR; VANADIUM ADDITION; NB ADDITION; MULTICOMPONENT; AL;
D O I
10.1177/09544062211008935
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
The formation of single phase solid solution in High Entropy Alloys (HEAs) is essential for the properties of the alloys therefore, numerous approach were proposed by many researchers to predict the stability of single phase solid solution in High Entropy Alloy. The present review examines some of the recent developments while using computational intelligence techniques such as parametric approach, CALPHAD, Machine Learning etc. for prediction of various phase formation in multicomponent high entropy alloys. A detail study of this data-driven approaches pertaining to the understanding of structural and phase formation behaviour of a new class of compositionally complex alloys is done in the present investigation. The advantages and drawbacks of the various computational are also discussed. Finally, this review aims at understanding several computational modeling tools complying the thermodynamic criteria for phase formation of novel HEAs which could possibly deliver superior mechanical properties keeping an aim at advanced engineering applications.
引用
收藏
页码:6268 / 6286
页数:19
相关论文
共 50 条
  • [21] Phase formation prediction of high-entropy alloys: a deep learning study
    Zhu, Wenhan
    Huo, Wenyi
    Wang, Shiqi
    Wang, Xu
    Ren, Kai
    Tan, Shuyong
    Fang, Feng
    Xie, Zonghan
    Jiang, Jianqing
    JOURNAL OF MATERIALS RESEARCH AND TECHNOLOGY-JMR&T, 2022, 18 : 800 - 809
  • [22] Machine learning-driven insights into phase prediction for high entropy alloys
    Jain, Reliance
    Jain, Sandeep
    Dewangan, Sheetal Kumar
    Boriwal, Lokesh Kumar
    Samal, Sumanta
    Journal of Alloys and Metallurgical Systems, 2024, 8
  • [23] Descriptors for phase prediction of high entropy alloys using interpretable machine learning
    Zhao, Shang
    Yuan, Ruihao
    Liao, Weijie
    Zhao, Yatong
    Wang, Jun
    Li, Jinshan
    Lookman, Turab
    JOURNAL OF MATERIALS CHEMISTRY A, 2024, 12 (05) : 2807 - 2819
  • [24] Accelerating phase prediction of refractory high entropy alloys via machine learning
    Qu, Nan
    Zhang, Yan
    Liu, Yong
    Liao, Mingqing
    Han, Tianyi
    Yang, Danni
    Lai, Zhonghong
    Zhu, Jingchuan
    Yu, Liang
    PHYSICA SCRIPTA, 2022, 97 (12)
  • [25] Phase stabilities of high entropy alloys
    Luan, Heng-Wei
    Shao, Yang
    Li, Jin-Feng
    Mao, Wen-Lue
    Han, Zhi-Dong
    Shao, Chunlin
    Yao, Ke-Fu
    SCRIPTA MATERIALIA, 2020, 179 : 40 - 44
  • [26] Phase prediction, microstructure and high hardness of novel light-weight high entropy alloys
    Milzel Sanchez, Jon
    Vicario, Than
    Albizuri, Joseba
    Guraya, Teresa
    Carlos Garcia, Jose
    JOURNAL OF MATERIALS RESEARCH AND TECHNOLOGY-JMR&T, 2019, 8 (01): : 795 - 803
  • [27] Development of high entropy alloys: A review
    Sharma, Piyush
    Dwivedi, V. K.
    Dwivedi, Shashi Prakash
    MATERIALS TODAY-PROCEEDINGS, 2021, 43 : 502 - 509
  • [28] High-Pressure Induced Phase Transitions in High-Entropy Alloys: A Review
    Zhang, Fei
    Lou, Hongbo
    Cheng, Benyuan
    Zeng, Zhidan
    Zeng, Qiaoshi
    ENTROPY, 2019, 21 (03)
  • [29] Grain Boundary Wetting by a Second Solid Phase in the High Entropy Alloys: A Review
    Straumal, Boris B.
    Korneva, Anna
    Lopez, Gabriel A.
    Kuzmin, Alexei
    Rabkin, Eugen
    Gerstein, Gregory
    Straumal, Alexander B.
    Gornakova, Alena S.
    MATERIALS, 2021, 14 (24)
  • [30] Convolutional neural network based methodology for flexible phase prediction of high entropy alloys
    Mohammadi, Aron
    Tsang, Jonathan
    Huang, Xiao
    Kearsey, Richard
    CANADIAN METALLURGICAL QUARTERLY, 2025, 64 (02) : 431 - 443