Papers citing Machine learning for high-entropy alloys: Progress, challenges and opportunities
Multiscale microstructural consideration for high strength diffusion bonding of Ti2AlNb alloy to GH4169 superalloy with (TiZrHfNb)95Al5 interlayer
Materials & Design · 2024
Yinchen Wang, Peng Li, Liangliang Zhang, Zhijie Ding, Chao Li, Jiachen Li, Xin Yu Jiang, Honggang Dong
Read original paper ↗ ·Designing complex concentrated alloys with quantum machine learning and language modeling
Matter · 2024
Zongrui Pei, Yilun Gong, Xianglin Liu, Junqi Yin
Read original paper ↗ ·Machine learning-enabled prediction and optimization of hardness for Nb-Ti-V-Zr refractory high entropy alloy
Materials Today Communications · 2024
Seyedmehrab Hosseini, Ehsan Vaghefi, Chanho Lee, Barton C. Prorok, Elham Mirkoohi
Read original paper ↗ ·Accelerating the Exploration of High‐Entropy Alloys: Synergistic Effects of Integrating Computational Simulation and Experiments
Small Structures · 2024
Deyu Jiang, Yuhua Li, Liqiang Wang, Lai‐Chang Zhang
Read original paper ↗ ·Materials Containing Single‐, Di‐, Tri‐, and Multi‐Metal Atoms Bonded to C, N, S, P, B, and O Species as Advanced Catalysts for Energy, Sensor, and Biomedical Applications
Advanced Science · 2024
Jitendra N. Tiwari, Krishan Kumar, Moein Safarkhani, Muhammad Umer, A.T. Ezhil Vilian, Ana Beloqui, Gokul Bhaskaran, Yun Suk Huh, Young‐Kyu Han
Read original paper ↗ ·Machine learned interatomic potentials for ternary carbides trained on the AFLOW database
npj Computational Materials · 2024
Josiah Roberts, Biswas Rijal, Simon Divilov, Jon‐Paul Maria, William G. Fahrenholtz, Douglas E. Wolfe, Donald W. Brenner, Stefano Curtarolo A, Eva Zurek
Read original paper ↗ ·Entropy-stabilized homologous catalysts for high performance Li-S batteries: Progress and prospects
Chemical Engineering Journal · 2024
Jiangqi Zhou
Read original paper ↗ ·Deformation-induced martensitic transformations: A strategy for overcoming the strength-ductility trade-off in high-entropy alloys
Current Opinion in Solid State and Materials Science · 2024
Mohammad Sajad Mehranpour, Novin Rasooli, Hyoung Seop Kim, Terence G. Langdon, Hamed Shahmir
Read original paper ↗ ·Machine‐Learning Aided First‐Principles Prediction of Earth‐Abundant Pnictogen Chalcohalide Solid Solutions for Solar‐Cell Devices
Advanced Functional Materials · 2024
Cibrán López, Iván Caño, David Rovira, Pol Benítez, J.M. Asensi, Zacharie Jehl Li‐Kao, J. Ll. Tamarit, Edgardo Saucedo, Claudio Cazorla
Read original paper ↗ ·An Application of Interpolation Search Algorithm to Curb the Impact of Outliers on the Dual-Axis Solar Tracking System
Venue not supplied by source · 2024
Motlatsi Cletus Lehloka
Read original paper ↗ ·Microstructure and mechanical properties of CoCrFeNiAl0.5Ti0.1 high entropy alloy rod
Materials Science and Engineering A · 2024
Dongyue Li, Chengshuang Wu, Peter Kaehuei Liaw, Lu Xie, Yong Zhang, Wenrui Wang
Read original paper ↗ ·Supervised machine learning for multi-principal element alloy structural design
Materials Science and Technology · 2024
Joshua Berry, Katerina A. Christofidou
Read original paper ↗ ·Diffusion enhancement by spontaneous formation of Frenkel defects in NaCl-type high-entropy materials
Journal of Alloys and Compounds · 2024
Rikuya Ishikawa, Kyohei Takae, Yoshikazu Mizuguchi, Rei Kurita
Read original paper ↗ ·Frontiers in high entropy alloys and high entropy functional materials
Rare Metals · 2024
Wentao Zhang, Xueqian Wang, Fengqi Zhang, Xiaoya Cui, Bingbing Fan, Jia‐Ming Guo, Zhi‐Min Guo, Rui Huang, Wen Yu Huang, Xubo Li, Mengru Li, Yan Ma, Zhi‐Hua Shen, Yonggang Sun, De‐Zhuang Wang, Feiyang Wang, Liqiang Wang, Nan Wang, Tian‐Li Wang, Wei Min Wang, Xiaoyang Wang, Yihan Wang, Fu‐Jie Yu, Yuzhen Yin, Lingkun Zhang, Yi Zhang, Jianyang Zhang, Qi Lin Zhao, Yuping Zhao, Xin-Dong Zhu, Yasir Sohail, Yanan Chen, Tao Feng, Qilong Gao, Haiyan He, Yongjiang Huang, Zengbao Jiao, Hua Ji, Yao Jiang, Qiang Li, Xiaoming Li, Wei–Bing Liao, Huaijun Lin, Hui Liu, Qi Liu, Wei‐Di Liu, Wei‐Di Liu, Xiongjun Liu, Yang Lü, Yiping Lu, Wen Ma, Xuefei Miao, Jie Pan, Qing Wang, Hong‐Hui Wu, Yuan Wu, Tao Yang, Weiming Yang, Qian Yu, Jinyu Zhang, Zhi‐Gang Chen, Liang Mao, Yang Ren, Baolong Shen, Xun‐Li Wang, Zhe Jia, He Guo Zhu, Zhenduo Wu, Si Lan
Read original paper ↗ ·Recent progress in high‐entropy nanocatalysts
cMat · 2024
Lingfeng Kuang, Lei Zhang, Hui Li, Haiying Qin, Hong‐Zhong Chi, Jiabin Liu, Jing Zhang, Feng Yan, Xuezhang Xiao
Read original paper ↗ ·Analysis and Prediction of Morphology and Properties of Laser-Directed Energy Deposition CoCrFeNi High-Entropy Alloy Using Response Surface Methodology and Non-dominated Sorting Genetic Algorithm II
Journal of Materials Engineering and Performance · 2024
Ying Chen, Chuang Guan, LI Jun-cai, Fanwei Meng, Chao Zhang, Xin Wang, Tianbiao Yu
Read original paper ↗ ·Machine learning assisted design of new ductile high-entropy alloys: Application to Al-Cr-Nb-Ti-V-Zr system
Intermetallics · 2024
Denis Klimenko, Nikita Stepanov, Roman E. Ryltsev, N. Yurchenko, Sergey V. Zherebtsov
Read original paper ↗ ·Multicomponent alloys design and mechanical response: From high entropy alloys to complex concentrated alloys
Materials Science and Engineering R Reports · 2024
Manuel Cabrera, Yovany Oropesa-Márquez, Juan Pablo Sanhueza, Víctor Tuninetti, Ángelo Oñate
Read original paper ↗ ·Towards the holistic design of alloys with large language models
Nature Reviews Materials · 2024
Zongrui Pei, Junqi Yin, Jörg Neugebauer, Anubhav Jain
Read original paper ↗ ·Improved phase prediction of high-entropy alloys assisted by imbalance learning
Materials & Design · 2024
Libin Zhang, Chang‐Seok Oh, Yoon Suk Choi
Read original paper ↗ ·Exploring the effects of climate change and urban policies on lake water quality using remote sensing and explainable artificial intelligence
Journal of Cleaner Production · 2024
Peilong Tian, Zhihao Xu, Wenjie Fan, Hongfei Lai, Yuliang Liu, Pan Yang, Zhifeng Yang
Read original paper ↗ ·Machine learning-driven insights into phase prediction for high entropy alloys
Journal of Alloys and Metallurgical Systems · 2024
Reliance Jain, Sandeep Jain, Sheetal Kumar Dewangan, Lokesh Kumar Boriwal, Sumanta Samal
Read original paper ↗ ·Layered-Structured Sodium-Ion Cathode Materials: Advancements through High-Entropy Approaches
ACS Energy Letters · 2024
Yutao Dong, Zihao Zhou, Yuan Ma, Yuan Ma, Hehe Zhang, Fanbo Meng, Yuping Wu, Yanjiao Ma, Yanjiao Ma
Read original paper ↗ ·Multifunctional high-entropy materials
Nature Reviews Materials · 2024
Liuliu Han, Shuya Zhu, Ziyuan Rao, Christina Scheu, Dirk Ponge, Alfred Ludwig, Hongbin Zhang, Oliver Gutfleisch, Horst Hahn, Zhiming Li, Dierk Raabe
Read original paper ↗ ·Data Mining Evoking Scintillators Auto‐Discovery for Low‐LoD High‐Resolution Deep‐Penetrating X‐Ray Imaging of Portable Digital Radiography
Advanced Functional Materials · 2024
Shaoan Zhang, Zhenzhang Li, Huacong Ye, Ximei An, Jialong Xu, Zhishan Chen, Yiqing Chen, Zaijin Fang, Shilian Sun, Jianrong Qiu, Yang Li
Read original paper ↗ ·Critical review of high-entropy alloys for catalysts: Design, synthesis, and applications
International Journal of Hydrogen Energy · 2024
Long Luo, Huimin Han, Liangpan Chen, Dianchen Feng, Lirong Li, Lirong Li, Tingting Zhai, Zhiwei Chen, Rihao Gao, Haibin Wu, Suxia Liu, Wenli Pei, Yongzhi Li
Read original paper ↗ ·Machine-learning synergy in high-entropy alloys: A review
Journal of Materials Research and Technology · 2024
Sally Elkatatny, Walaa Abd‐Elaziem, Tamer Ali Sebaey, Moustafa A. Darwish, Atef Saad Hamada
Read original paper ↗ ·High-entropy catalysts for electrocatalytic reduction reaction
Journal of Alloys and Compounds · 2024
Shaoyu Zhang, Shuanqiang Liu, Donglei Yang, Le Li
Read original paper ↗ ·The path towards plasma facing components: A review of state-of-the-art in W-based refractory high-entropy alloys
Current Opinion in Solid State and Materials Science · 2024
Caleb Hatler, Ishtiaque Karim Robin, Hyosim Kim, Nathan Curtis, Bochuan Sun, Eda Aydogan, Saryu Jindal Fensin, Adrien Couet, Enrique Martínez, Dan J. Thoma, Osman El Atwani
Read original paper ↗ ·Feature extraction and classification of microstructure and magnetic tomography images of an advanced Nd-Fe-B sintered magnet
Japanese Journal of Applied Physics · 2024
Tomomi Suwa, Keisuke Ishigami, Motohiro Suzuki, Satoshi Okamoto
Read original paper ↗ ·Harnessing machine learning for predictive modelling of high entropy alloy phases
MRS Advances · 2024
Reliance Jain, Sandeep Jain, Roopendra Kumar Pathak, Yana Jain, Lokesh Kumar Boriwal, Sheetal Kumar Dewangan
Read original paper ↗ ·Elastic constants from charge density distribution in FCC high-entropy alloys using CNN and DFT
APL Machine Learning · 2024
Hossein Mirzaee, Ramin Soltanmohammadi, Nathan Linton, Jacob Fischer, Serveh Kamrava, Pejman Tahmasebi, Dilpuneet S. Aidhy
Read original paper ↗ ·Synthesis Strategies for High Entropy Nanoparticles
Advanced Materials · 2024
Linlin Yang, Ren He, Jiali Chai, Xueqiang Qi, Qian Xue, Xiaoyu Bi, Jing Yu, Zixu Sun, Lu Xia, Kaiwen Wang, Nilotpal Kapuria, Junshan Li, Ahmad Ostovari Moghaddam, Andreu Cabot
Read original paper ↗ ·Standard deviation in maximum restoring force controls the intrinsic strength of face-centered cubic multi-principal element alloys
Acta Materialia · 2024
Fei Shuang, Luca Laurenti, Poulumi Dey
Read original paper ↗ ·Superconductor Discovery in the Emerging Paradigm of Materials Informatics
Chemistry of Materials · 2024
Tran Doan Huan, Hieu‐Chi Dam, Christopher Künneth, Vu Ngoc Tuoc, Hiori Kino
Read original paper ↗ ·Data-driven design of high bulk modulus high entropy alloys using machine learning
Journal of Alloys and Metallurgical Systems · 2024
Sandeep Jain, Reliance Jain, Vinod Kumar, Sumanta Samal
Read original paper ↗ ·Toward a better understanding of the photothermal heating of high-entropy-alloy nanoparticles
Materials Today Communications · 2024
Ngo T. Que, Do T. Nga, Anh Duc Phan, Tu Le Manh
Read original paper ↗ ·Recent machine learning-driven investigations into high entropy alloys: A comprehensive review
Journal of Alloys and Compounds · 2024
Yonggang Yan, Xunxiang Hu, Yalin Liao, Yanyao Zhou, Wenhao He, Ting Zhou
Read original paper ↗ ·Machine Learning Application for Functional Properties Prediction in Magnetic Materials
The Physics of Metals and Metallography · 2024
V. A. Milyutin, Н. Н. Никульченков
Read original paper ↗ ·Nanotwinned thermoelectric materials
Materials Today Electronics · 2024
Ting-Rui Luo, Yingchao Wei, Zheng Ma, Junyou Yang
Read original paper ↗ ·Roadmap for the development of machine learning-based interatomic potentials
Modelling and Simulation in Materials Science and Engineering · 2024
Yong‐Wei Zhang, V. Sorkin, Zachary H. Aitken, Antonio Politano, Jörg Behler, Aidan P. Thompson, Tsz Wai Ko, Shyue Ping Ong, Olga Chalykh, Dmitry Korogod, Evgeny V. Podryabinkin, Alexander V. Shapeev, Ju Li, Yuri M. Mishin, Zongrui Pei, Xianglin Liu, Jaesun Kim, Yutack Park, Seungwoo Hwang, Seungwu Han, Killian Sheriff, Yifan Cao, Rodrigo Freitas
Read original paper ↗ ·Sustainable high-entropy materials?
Science Advances · 2024
Liuliu Han, Wangzhong Mu, Shaolou Wei, Peter Kaehuei Liaw, Dierk Raabe
Read original paper ↗ ·Superior strain gauge sensitivity and elastic anisotropy in TiZrHfTa high entropy alloy
Intermetallics · 2024
Сергей Александрович Упоров, Ilia Evdokimov, V. A. Sidorov, N. M. Chtchelkatchev, В. А. Быков, Evgenii V. Sterkhov, I. A. Balyakin, Roman E. Ryltsev
Read original paper ↗ ·Chemical order/disorder phase transitions in NiCoFeAlTiB multi-principal element alloys: A Monte Carlo analysis
Acta Materialia · 2024
Zhaowei Wang, Tao Yang
Read original paper ↗ ·Rapid Assessment of Stable Crystal Structures in Single-Phase High-Entropy Alloys via Graph Neural Network-Based Surrogate Modelling
Crystals · 2024
Nicholas Beaver, Aniruddha Mukund Dive, Marina Wong, Keita Shimanuki, Ananya Patil, Anthony Ferrell, Mohsen Beyramali Kivy
Read original paper ↗ ·Machine learning-assisted design of Ti–V–Nb–Mo refractory high-entropy alloys with higher ductility and specific yield strength
Journal of Materials Research and Technology · 2024
Yan Li, Junjie Gong, Shilong Liang, Wu Wei, Yongxin Wang, Zheng Chen
Read original paper ↗ ·Research progress on creep resistance of high entropy alloys
Journal of Alloys and Compounds · 2024
Lin Zhang, Yankun Dou, Bing Bai, B F Yu, Xuanxuan He, Wen Yao Yang
Read original paper ↗ ·Accelerated development of multi-component alloys in discrete design space using Bayesian multi-objective optimisation
Machine Learning Science and Technology · 2024
Osman Mamun, Markus Bause, Bhuiyan Shameem Mahmood Ebna Hai
Read original paper ↗ ·A Multi-Fidelity Learning Framework for High-Entropy Alloy Design with Sparse DFT and Abundant CALPHAD Data
Journal of Computational and Data-Driven Materials Engineering · 2025
Elena Petrova, Ivan Georgiev, Nikolay Stoyanov, Petar Kolev
Read original paper ↗ ·A Synthesis of Techniques for Feature Downgrading Processing in IoT Security
Communications in computer and information science · 2025
Yifang Wang
Read original paper ↗ ·