BetaCitation Atlas

RESEARCH PAPER · Tungsten · 2022

Overview: recent studies of machine learning in phase prediction of high entropy alloys

Yonggang Yan, Dan Lü, Kun Wang

Read original paper ↗

See where this research leads.

55 direct citing papers in this saved network. Explore the next layer with second-order citations.

Open in your workspace →Saved 2026-10-14 · complete coverage
Filter Citing Papers
Press Enter or comma to add · × to remove · searches titles and available abstracts
Journals
All journals
Most represented first · select one or more
Explore Terms In These PapersHide SuggestionsShow Suggestions

Original and current center papers stay visible as anchors.
Numbers show citations received
42 direct citing works

Overview: recent studies of machine learning in phase prediction of high entropy alloysOriginalAccelerated discovery of single-phase refractory high entropy alloys assisted by machine learning98Rational design of high-entropy ceramics based on machine learning – A critical review52Recent advances and outstanding challenges for implementation of high entropy alloys as structural materials55Machine Learning Paves the Way for High Entropy Compounds Exploration: Challenges, Progress, and Outlook78Machine learning enabled customization of performance-oriented hydrogen storage materials for fuel cell systems72Crack propagation and mechanical properties simulation of G/(HfNbTaTiZr)C–Al2O3 gradient composites15Research progress of high entropy alloy: Surface treatment improves friction and wear properties75Data-driven analysis and prediction of stable phases for high-entropy alloy design50High-temperature oxidation behavior of transition metal complex concentrated alloys (TM-CCAs): a comprehensive review5Understanding the role of solvents in bottom-up synthesis of multi-element hydroxides5Excellent strength-ductility combination of interstitial non-equiatomic middle-entropy alloy subjected to cold rotary swaging and post-deformation annealing8Kinetically Controlled Synthesis of Metallic Glass Nanoparticles with Expanded Composition Space37Two-Dimensional SiH/g-C3N4 van der Waals Type-II Heterojunction Photocatalyst: A New Effective and Promising Photocatalytic Material13Microstructure evolution under He2+ ions irradiation in a high entropy alloy designed by constructing nanostructure engineering7Machine learning guided efficiency improvement for Sn‐based perovskite solar cells with efficiency exceeding 20%43Predicting the formation enthalpy and phase stability of (Ti,Al,TM)N (TM = III-VIB group transition metals) by high-throughput ab initio calculations and machine learning9Phase stability and transition of CrTaVW high-entropy alloy11Research progress and development tendency on storage mechanism of multi‐principal element alloys for hydrogen/tritium storage38Synthesis of High-Entropy Rare Earth (Y0.2 La0.2 Nd0.2 Sm0.2 Gd0.2) BO4 (B = Cr, Mo, W) Oxide Powders0Achieving strength–ductility synergy in novel paramagnetic Fe‐based medium‐entropy alloys through deep cryogenic deformation14Six‐principal‐component high‐entropy carbonitride aerogel thermal insulator: Theoretical and experimental studies6Tune Al/Ti to adjust FCC+L21 hetero-structured Ni-based high-entropy alloys for improved mechanical properties and wear resistance72Sensing-performance improvement of 2D MoSH based gas sensors for detecting NO, NO2, and NH3 gas molecules12Nanoprecipitate improves high strain-rate deformability in a high-entropy alloy18Rapid Assessment of Stable Crystal Structures in Single-Phase High-Entropy Alloys via Graph Neural Network-Based Surrogate Modelling2Theoretical advances and future perspectives of all-inorganic germanium-based perovskites9High-entropy oxides: Emergent materials for electrochemical energy storage and conversion50Machine learning-based phase prediction in high-entropy alloys: further optimization of feature engineering12Third-generation thermodynamic descriptions of MoNbTaWHfZr refractory high entropy alloys and their phase stability6Prediction of Composite Performance of Refractory and Ceramic Materials Based on Deep Learning3Machine Learning-Based Computational Design Methods for High-Entropy Alloys49New analytical parameters for B2 phase prediction as a complement to multiclass phase prediction using machine learning in multicomponent alloys: A computational approach with experimental validation7Machine Learning-Assisted Process Optimization of Al-Mg-Si Alloys8Microstructure stability of Ti-V-Zr-Nb-Hf-Ta refractory multi-principal-element alloys annealed at intermediate temperature7Effects of high-entropy alloy binders on the microstructure and mechanical/thermal properties of cemented carbides12Design Approaches of High‐Entropy Alloys Using Artificial Intelligence: A Review27Machine learning assisted phase prediction of refractory multi-component alloys based on data from low-, medium-, and high-entropy alloys10Accelerated computational design of BCC refractory high entropy alloys using metaheuristics, CALPHAD, and artificial neural networks7Effect of Zr addition on the structure, nanomechanical properties, and helium irradiation behavior of the novel MoTaTiV body-centered cubic concentrated solid solution alloy1Review of machine learning-assisted multi-property design of high-entropy alloys: phase structure, mechanical, tribological, corrosion, and hydrogen storage properties18Prediction of Hardness and Fracture Toughness in High-Entropy Alloy Bonded Cemented Carbides through Machine Learning6In situ tuning of FCC–BCC dual phase and mechanical properties in multi‐principal element alloys via laser‐aided additive manufacturing11Solid-state hydrogen storage alloys for production-storage and transportation-application coupling at ambient temperature: A review53Accelerated design of high-entropy alloys via probabilistic substitution and machine learning with first-principles validation of phase stability4A Basic Principles of High-Entropy Alloys0A Comprehensive Review of the Computational Approaches for Structure–Property Prediction of High Entropy Materials0Electrospun high-entropy oxide nanofibers: Current research, fabrication, and advanced applications2Fabrication, application, and phase formation rules in high-entropy alloys2Prospect and advancement of high-entropy alloys as solid-state hydrogen storage materials for large-scale applications7Data-Driven Design of Single-Phase High-Entropy Ultra-High-Temperature Ceramics0High-temperature sliding wear behaviour of HVOF-sprayed TiC-based hardmetals with HEA matrices0High-Temperature Oxidation Behaviors of AlCoCrFeNi2.1 and CoCrFeNiNb0.5 Eutectic High-Entropy Alloys: A Machine Learning-Assisted Design and Mechanism Study1Data-driven and intelligent design of high-entropy alloys: A review of machine learning across composition, microstructure, and properties0The validation and verification of high-throughput equivalent ternary CALPHAD algorithm for thermodynamic properties of multicomponent Ti alloys0Al-induced multi-scale precipitates for enhanced wear resistance in AlxCoCrNi1.5 eutectic high-entropy alloys0

Arrows point to the paper being cited. Selecting a paper shows its incoming citations and its known path back to the original paper.

Drag to pan · Use + / − to zoom · Escape to close43 nodes / 53 citation links
Browse Matching Papers

Papers that cite this work

55 direct citing papers saved. Showing the first 50 here; use Browse Matching Papers in the map for all loaded papers.

  1. Accelerated discovery of single-phase refractory high entropy alloys assisted by machine learning

    Computational Materials Science · 2021-07-24

    Yonggang Yan, Dan Lü, Kun Wang

    Read original paper ↗ ·

  2. Rational design of high-entropy ceramics based on machine learning – A critical review

    Current Opinion in Solid State and Materials Science · 2023-02-15

    Jun Zhang, Xuepeng Xiang, Biao Xu, Shasha Huang, Yaoxu Xiong, Shihua Ma, Haijun Fu, Yi Ma, Hongyu Chen, Zhenggang Wu, Shijun Zhao

    Read original paper ↗ ·

  3. Recent advances and outstanding challenges for implementation of high entropy alloys as structural materials

    Materials Today Communications · 2023-06-15

    Mikhail S. Slobodyan, Evgeniy Pesterev, A. B. Markov

    Read original paper ↗ ·

  4. Machine Learning Paves the Way for High Entropy Compounds Exploration: Challenges, Progress, and Outlook

    Advanced Materials · 2023-09-09

    Xuhao Wan, Zeyuan Li, Wei Yu, Anyang Wang, Xue Ke, Hailing Guo, Jinhao Su, Li Li, Qingzhong Gui, Songpeng Zhao, John Robertson, Zhaofu Zhang, Yuzheng Guo

    Read original paper ↗ ·

  5. Machine learning enabled customization of performance-oriented hydrogen storage materials for fuel cell systems

    Energy storage materials · 2023-09-13

    Panpan Zhou, Xuezhang Xiao, Xinyu Zhu, Yongpeng Chen, Yongpeng Chen, Weiming Lü, Mingyuan Piao, Ziming Cao, Miao Lu, Fang Fang, Zhinian Li, Lijun Jiang, Lixin Chen

    Read original paper ↗ ·

  6. Crack propagation and mechanical properties simulation of G/(HfNbTaTiZr)C–Al2O3 gradient composites

    European Journal of Mechanics - A/Solids · 2023-10-20

    Zhennan Cao, Jialin Sun, Keguo Zhang, Wenlong Zhao, Ziqian Yu

    Read original paper ↗ ·

  7. Research progress of high entropy alloy: Surface treatment improves friction and wear properties

    Journal of Materials Research and Technology · 2023-12-07

    Liu Meijun, Liujie Xu, Chenhui Zhu, Zhou Li, Shizhong Wei

    Read original paper ↗ ·

  8. Data-driven analysis and prediction of stable phases for high-entropy alloy design

    Scientific Reports · 2023-12-18

    Iman Peivaste, Ericmoore E. Jossou, Ahmed A. Tiamiyu

    Read original paper ↗ ·

  9. High-temperature oxidation behavior of transition metal complex concentrated alloys (TM-CCAs): a comprehensive review

    Journal of Materials Chemistry A · 2024-01-01

    Haofei Sun, Emily Seto, Meifeng Li, Jing Liu

    Read original paper ↗ ·

  10. Understanding the role of solvents in bottom-up synthesis of multi-element hydroxides

    RSC Advances · 2024-01-01

    Fei Li, Kanako Yoshida, Nguyen Van Chuc, Minoru Osada, Hiroya Abe

    Read original paper ↗ ·

  11. Excellent strength-ductility combination of interstitial non-equiatomic middle-entropy alloy subjected to cold rotary swaging and post-deformation annealing

    Materials Science and Engineering A · 2024-01-12

    Д. О. Панов, Egor A. Kudryavtsev, Ruslan Chernichenko, Stanislav V. Naumov, Denis Klimenko, Nikita Stepanov, Sergey V. Zherebtsov, Gennady Alekseevich Salishchev, Vitaliy V. Sanin, А. С. Перцев

    Read original paper ↗ ·

  12. Kinetically Controlled Synthesis of Metallic Glass Nanoparticles with Expanded Composition Space

    Advanced Materials · 2024-02-02

    Bing Deng, Zhe Wang, Zhenyu Wu, Lu Ma, Chi Choi, Gang Li, Zhe Yuan, Jinhang Chen, Duy Luong, Lucas Eddy, Bongki Shin, Alexander Lathem, Weiyin Chen, Yi Cheng, Yimo Han, Boris I. Yakobson, Haotian Wang, Yufeng Zhao, James M. Tour

    Read original paper ↗ ·

  13. Two-Dimensional SiH/g-C3N4 van der Waals Type-II Heterojunction Photocatalyst: A New Effective and Promising Photocatalytic Material

    Coatings · 2024-02-22

    Qi Wang, Qian Zhu, Lei Cao, Lanlan Fan, Feng Gu, Ying Zhang, Chenglin Zheng, Shixian Xiong, Liang Xu

    Read original paper ↗ ·

  14. Microstructure evolution under He2+ ions irradiation in a high entropy alloy designed by constructing nanostructure engineering

    Vacuum · 2024-04-30

    Liyuan Liu, Yang Zhang, Zhongwu Zhang

    Read original paper ↗ ·

  15. Machine learning guided efficiency improvement for Sn‐based perovskite solar cells with efficiency exceeding 20%

    Rare Metals · 2024-06-17

    Weiyin Gao, Chenxin Ran, Liang Zhao, He Dong, Wang‐Yue Li, Zhao-Qi Gao, Yingdong Xia, Hai Huang, Yonghua Chen

    Read original paper ↗ ·

  16. Predicting the formation enthalpy and phase stability of (Ti,Al,TM)N (TM = III-VIB group transition metals) by high-throughput ab initio calculations and machine learning

    Acta Materialia · 2024-06-25

    Jie Zhang, Yi Kong, Li Chen, Nikola Koutná, P.H. Mayrhofer

    Read original paper ↗ ·

  17. Phase stability and transition of CrTaVW high-entropy alloy

    Journal of Alloys and Compounds · 2024-07-05

    Xiaoyu Fu, Yurong Li, Chao Ran Hou, Hao Lü, Xiaoyan Song

    Read original paper ↗ ·

  18. Research progress and development tendency on storage mechanism of multi‐principal element alloys for hydrogen/tritium storage

    Rare Metals · 2024-07-05

    Yijie Chen, Jianwei Zhang, Can-Hui Xu, Mu-Hong Li, Shuanglin Hu, Yuexia Wang, Xiaotao Zu, Haiyan Xiao, Xiaosong Zhou, Shuming Peng, Huahai Shen

    Read original paper ↗ ·

  19. Synthesis of High-Entropy Rare Earth (Y0.2 La0.2 Nd0.2 Sm0.2 Gd0.2) BO4 (B = Cr, Mo, W) Oxide Powders

    Journal of Smart Processing · 2024-07-10

    Fei Li, Kanako YOSHIDA, Nguyen Van Chuc, Minoru Osada, Hiroya Abe

    Read original paper ↗ ·

  20. Achieving strength–ductility synergy in novel paramagnetic Fe‐based medium‐entropy alloys through deep cryogenic deformation

    Rare Metals · 2024-07-12

    Huwen Ma, Yanchun Zhao, Feng Li, Tianzeng Liu, Zhiqi Yu, Bo Jin, Wangchun Duan, Peter Kaehuei Liaw, Dong Ma

    Read original paper ↗ ·

  21. Six‐principal‐component high‐entropy carbonitride aerogel thermal insulator: Theoretical and experimental studies

    Journal of the American Ceramic Society · 2024-08-11

    Lei Han, Yu Chen, Hui-Fang Wang, Haijun Zhang, Shaowei Zhang

    Read original paper ↗ ·

  22. Tune Al/Ti to adjust FCC+L21 hetero-structured Ni-based high-entropy alloys for improved mechanical properties and wear resistance

    Acta Materialia · 2024-09-13

    Guijiang Diao, Yunqing Tang, Anqiang He, Mingyu Wu, Dong Zhang, Doug Fraser, Jing Li, R.J. Chung, Dongyang Li

    Read original paper ↗ ·

  23. Sensing-performance improvement of 2D MoSH based gas sensors for detecting NO, NO2, and NH3 gas molecules

    Ceramics International · 2024-09-24

    Wensheng Zhou, Guogang Liu, Tong Chen, Cheng Luo, Danfeng Qin, Xianbo Xiao

    Read original paper ↗ ·

  24. Nanoprecipitate improves high strain-rate deformability in a high-entropy alloy

    Tungsten · 2024-10-02

    Yongzheng Yu, Ru-Yu Shi, Yang Zhang, Liyuan Liu, Junpeng Li, Chun-Huan Guo, Feng-Chun Jiang, Peter Kaehuei Liaw, Zhongwu Zhang

    Read original paper ↗ ·

  25. Rapid Assessment of Stable Crystal Structures in Single-Phase High-Entropy Alloys via Graph Neural Network-Based Surrogate Modelling

    Crystals · 2024-12-20

    Nicholas Beaver, Aniruddha Mukund Dive, Marina Wong, Keita Shimanuki, Ananya Patil, Anthony Ferrell, Mohsen Beyramali Kivy

    Read original paper ↗ ·

  26. Theoretical advances and future perspectives of all-inorganic germanium-based perovskites

    Journal of Materials Chemistry C · 2025-01-01

    Ziming Kuang, Baoyun Liang, Tengcheng Huang, Tingting Shi, Weiguang Xie

    Read original paper ↗ ·

  27. High-entropy oxides: Emergent materials for electrochemical energy storage and conversion

    Journal of Material Science and Technology · 2025-01-13

    Shengyang Dong, Ruiqi Ren, Jingyuan Zhang, Xiaozhi Bao, Xin Liu, Qiuwei Shi, Zhijie Chen, Huaiyu Shao

    Read original paper ↗ ·

  28. Machine learning-based phase prediction in high-entropy alloys: further optimization of feature engineering

    Journal of Materials Science · 2025-02-01

    Guiyang Liu, Qingqing Wu, Yong Ma, Jin Huang, Quan Xie, Qingquan Xiao, Tinghong Gao

    Read original paper ↗ ·

  29. Third-generation thermodynamic descriptions of MoNbTaWHfZr refractory high entropy alloys and their phase stability

    Tungsten · 2025-02-03

    Jing-Han Gao, Enkuan Zhang, Ying Tang, Lijun Zhang, Jian Ding, Xingchuan Xia

    Read original paper ↗ ·

  30. Prediction of Composite Performance of Refractory and Ceramic Materials Based on Deep Learning

    JOM · 2025-02-24

    Xue‐liang Yin, Ruipeng Li, Xun Sun, Qi Feng, Bo Zhang, Shuyuan Zhao

    Read original paper ↗ ·

  31. Machine Learning-Based Computational Design Methods for High-Entropy Alloys

    High Entropy Alloys & Materials · 2025-03-01

    Yan Ming Zhao, J. Y. Zhang, Peter Kaehuei Liaw, Tao Yang

    Read original paper ↗ ·

  32. New analytical parameters for B2 phase prediction as a complement to multiclass phase prediction using machine learning in multicomponent alloys: A computational approach with experimental validation

    Journal of Alloys and Compounds · 2025-03-23

    Ángelo Oñate, Abdul Herrim Seidou, Jérôme Tchoufack Tchuindjang, Víctor Tuninetti, Alejandra Miranda, Juan Pablo Sanhueza, Anne Mertens

    Read original paper ↗ ·

  33. Machine Learning-Assisted Process Optimization of Al-Mg-Si Alloys

    Journal of Materials Engineering and Performance · 2025-04-01

    Junfeng Ye, Hongjin Zhao, Bing Zhang, Minghua Li, Xiaoxia Liang

    Read original paper ↗ ·

  34. Microstructure stability of Ti-V-Zr-Nb-Hf-Ta refractory multi-principal-element alloys annealed at intermediate temperature

    Tungsten · 2025-04-10

    Nan-Nan Jia, Qing Han, Yunkai Li, Juan-Li Zhao, Bin Liu, Xuan Liu, Lu Wang, Xun Guo, Huibin Ke, Ke Jin, Yunfei Xue

    Read original paper ↗ ·

  35. Effects of high-entropy alloy binders on the microstructure and mechanical/thermal properties of cemented carbides

    International Journal of Minerals Metallurgy and Materials · 2025-04-30

    Jialin Sun, Xiaoqiang Li, Le Zhao, Jun Tian Zhao

    Read original paper ↗ ·

  36. Design Approaches of High‐Entropy Alloys Using Artificial Intelligence: A Review

    Advanced Engineering Materials · 2025-05-07

    Nour Mahmoud Eldabah, Ayush Pratap, Atul Pandey, Neha Sardana, Sarabjeet Singh Sidhu, Mohamed Abdel Hady Gepreel

    Read original paper ↗ ·

  37. Machine learning assisted phase prediction of refractory multi-component alloys based on data from low-, medium-, and high-entropy alloys

    International Journal of Refractory Metals and Hard Materials · 2025-05-30

    Yuehua Wang, Mingqing Liao, Nan Qu, Xizhen Li, Danni Yang, Zhonghong Lai, Yong Liu, Fengjiang Wang, Jingchuan Zhu

    Read original paper ↗ ·

  38. Accelerated computational design of BCC refractory high entropy alloys using metaheuristics, CALPHAD, and artificial neural networks

    Materials Today Communications · 2025-06-13

    R.S. Monzamodeth, V.A. Aranda, E. Hernández-Mecinas, S. Espinosa-Rangel, J. Villalobos, I.A. Figueroa, G. González

    Read original paper ↗ ·

  39. Effect of Zr addition on the structure, nanomechanical properties, and helium irradiation behavior of the novel MoTaTiV body-centered cubic concentrated solid solution alloy

    Journal of Nuclear Materials · 2025-06-19

    Damian Kalita, K. Mulewska, I. Jóźwik, Yanwen Zhang, Ł. Kurpaska, Philip D. Rack, William J. Weber, JACEK JAGIELSKI

    Read original paper ↗ ·

  40. Review of machine learning-assisted multi-property design of high-entropy alloys: phase structure, mechanical, tribological, corrosion, and hydrogen storage properties

    Journal of Materials Research and Technology · 2025-07-01

    Yunlong Li, Jialiang Tan, Qian Cheng, Xiaochao Liu, Rui Nie

    Read original paper ↗ ·

  41. Prediction of Hardness and Fracture Toughness in High-Entropy Alloy Bonded Cemented Carbides through Machine Learning

    Journal of Materials Engineering and Performance · 2025-07-31

    Chengqiang Fan, Jialin Sun, Shurong Ning, Xiaozhen Li, Jun Tian Zhao

    Read original paper ↗ ·

  42. In situ tuning of FCC–BCC dual phase and mechanical properties in multi‐principal element alloys via laser‐aided additive manufacturing

    Rare Metals · 2025-08-01

    Lijia Chen, Sihao Zou, Shang Sui, Fei Weng, Shangxiong Huangfu, Lichao Cao, Hao Zhang, Sergey V. Gaponenko, Tao Yang, Jiang Ju, Lidong Zhao, Wenjun Lu, Guijun Bi

    Read original paper ↗ ·

  43. Solid-state hydrogen storage alloys for production-storage and transportation-application coupling at ambient temperature: A review

    Materials Science and Engineering R Reports · 2025-08-30

    Jiangping Tu, Panpan Zhou, Shuling Chen, Shaoyang Shen, Xingyu Liu, Xuezhang Xiao, Zhinian Li, Liuzhang Ouyang

    Read original paper ↗ ·

  44. Accelerated design of high-entropy alloys via probabilistic substitution and machine learning with first-principles validation of phase stability

    Journal of Alloys and Compounds · 2025-11-23

    Abdul Hamid Rumman, Kaushik Barua, Shohaib Ibne Monju, Aabrar Bin Salahuddin, Md Tohidul Islam, Saquib Ahmed

    Read original paper ↗ ·

  45. A Basic Principles of High-Entropy Alloys

    Engineering materials · 2026-01-01

    Gülfem Binal, Okan Odabas, Kazım Erden KARAOGLANLI, Abdullah Cahit Karaoğlanlı

    Read original paper ↗ ·

  46. A Comprehensive Review of the Computational Approaches for Structure–Property Prediction of High Entropy Materials

    High Entropy Alloys & Materials · 2026-03-01

    Suman Chabri, G. Anand

    Read original paper ↗ ·

  47. Electrospun high-entropy oxide nanofibers: Current research, fabrication, and advanced applications

    Coordination Chemistry Reviews · 2026-04-10

    Hafsa, Jianjun Chen, Sajid Ali, Muhammad Tauqeer, Fizza Naseem, Zahoor Ahmad

    Read original paper ↗ ·

  48. Fabrication, application, and phase formation rules in high-entropy alloys

    Journal of Materials Science · 2026-05-11

    Milad Sakkaki, Vahid Pouyafar, Ramin Meshkabadi, Mehdi Shahedi Asl

    Read original paper ↗ ·

  49. Prospect and advancement of high-entropy alloys as solid-state hydrogen storage materials for large-scale applications

    Applied Energy · 2026-05-23

    Naser Einollahi, Sathiyalingam Kannaiyan, Farsana Mampulliyalil, Ranjith Ravi, Indrajit Shown, Song‐Jeng Huang

    Read original paper ↗ ·

  50. Data-Driven Design of Single-Phase High-Entropy Ultra-High-Temperature Ceramics

    AIAA AVIATION Forum · 2026-06-04

    M. Amimul Ehsan, Alejandra G. Castellanos, Maitreyee Sharma Priyadarshini

    Read original paper ↗ ·
More citing papers →
Citation Atlas · A map of research, not a ranking.