Papers citing High-throughput calculations combining machine learning to investigate the corrosion properties of binary Mg alloys
Effect of electrochemical water treatment processes on carbon steel corrosion in urban water supply system
npj Materials Degradation · 2026
Shichao Zhao, Yuanyuan Jing, Xiaoxiao He, Fengting Li
Read original paper ↗ ·Cytotoxic and Genotoxic Investigation of Nd and Ce Crossover in Cast EZ43 Magnesium Alloy Enriched Using Rare Elements
Journal of biomimetics, biomaterials and biomedical engineering · 2026
Özcan Büyükgenç, Bünyamin Çiçek, Levent Elen, Büşra Moran, Hayrettin Ahlatçı, Yunus Türen
Read original paper ↗ ·Enhancing protective oxide film formation in Mg-Al-Sn-Gd-Nd-Ca alloys via Al-induced heterogeneous nucleation
Materials Today Communications · 2026
Yuanhang Zhao, Dawei Wang, Qihang Gao, Zhizheng Yang, C. Z. Wang, Min Zha
Read original paper ↗ ·Prediction of mechanical properties of magnesium alloys through machine learning: a review
Emerging Materials Research · 2026
A. Packia Antony Amalan, N Renugadevi
Read original paper ↗ ·Influence of gadolinium on mechanical properties of Mg-xGd-7Y-2Zn-1Mn alloys containing long-period stacking ordered and nano-lamellar structures
Journal of Rare Earths · 2026
Yulun Luo, Zhihua Dong, Bin Jiang, Chuangming Li, Yang Qin, Zhihong Xia, Dayong Hu, Ang Zhang, Jiangfeng Song, Dingfei Zhang
Read original paper ↗ ·Thermodynamics-constrained generative adversarial network for synergistic strength-ductility inverse design of rare-earth magnesium alloys
Materials Today Communications · 2026
Pan Li, Jitao Zhou, Huihui Sun, Ying Wei, Qiqi Yang
Read original paper ↗ ·Corrosion behavior of as-cast AZ91 Mg alloy under varying thermo-pressure conditions
Electrochimica Acta · 2026
Hui Yu, WZ Liang, C. Liu, Z.X. He, W. Yu, P.B. Yuan, Q. Xu, B.A. Jiang, W.L. Cheng, Kwang Seon Shin
Read original paper ↗ ·Revisiting the cathodic hydrogen evolution kinetics of magnesium corrosion: a first-principles study with constant-potential method
Applied Surface Science · 2026
Xinchen Xu, Gaoning Shi, Yuyang Chen, Jingya Wang, Leyun Wang, Hong Min Zhu, Xiaoqin Zeng
Read original paper ↗ ·Exceptional mechanical properties by enhanced dislocation behaviors and solute segregation at lamellar structures via rotary swaging and aging treatment in Mg-Y-Zn-Mn alloy
Journal of Alloys and Compounds · 2026
Yulun Luo, Zhihua Dong, Chuangming Li, Yang Qin, Xiaoying Qian, Shengwen Bai, Ang Zhang, Jiangfeng Song, Song Lu, Bin Jiang
Read original paper ↗ ·Synchronously enhancing the strength and ductility of industrial-scale Mg-RE-Zn alloys containing LPSO phase via interpretable machine learning
Journal of Magnesium and Alloys · 2026
T Wang, Qi Li, Li Jin, J X Zeng, Chuanlai Liu, Fulin Wang, Shuai Dong, Fenghua Wang, Jie Dong
Read original paper ↗ ·Balancing Reactivity and Ion Transport in Mg Alloy Anodes via Secondary-Phase Engineering
ACS Energy Letters · 2026
Qian Wang, Xue Jia, Ting Xu, Jianwei Li, Yuehua Chen, Hao Li, Yigang Yan
Read original paper ↗ ·Enhanced corrosion resistance by engineering basal-oriented grains in Mg-Al-Sn-Ca alloys to retard H/O/Cl adsorption through friction stir processing
Journal of Magnesium and Alloys · 2026
Dong Xiao-rui, Da-Wei Wang, Rui Zhou, Wei-Chao Zhao, Pin-Kui Ma, Lei Zhao, Min Zha
Read original paper ↗ ·A survey of machine learning applications for Mg alloys: A promising prospect for current trends and future directions
Solid State Communications · 2026
Atwakyire Moses, Wang Xuefeng, Qiao Huang, Juanyun Li, Bin Wang, Yanming Huang, Behangana Albert, Usito Twine Bakesigakyi, Ezkihel T. Tefera, Ding Chen
Read original paper ↗ ·High-throughput design and machine-learning optimization of SLM-fabricated high-entropy alloy coatings on magnesium alloys
Journal of Magnesium and Alloys · 2026
Peng Peng, Rui Zhang, Hengheng Lv, Wei Feng, Shuai Long, Cheng Zhang, Xin Wan, Zujian Yu, Qingwei Dai
Read original paper ↗ ·Influence of rare earth-rich structures on the multi-properties of magnesium alloys: A review
Journal of Magnesium and Alloys · 2026
Zi Wang, Bo Hu, Zhenfei Jiang, Wenhao Yan, Xiaoyong Sun, Jiaxuan Han, Jinhui Wang, Guangbao Mi, Xiaoqin Zeng, DeJiang Li
Read original paper ↗ ·Synchronously enhancing growth efficiency and corrosion resistance of plasma electrolytic oxidation coatings on magnesium alloys via interpretable machine learning
Journal of Magnesium and Alloys · 2026
Shuyan Chi, T Wang, Shuai Dong, Fulin Wang, Chuanlai Liu, Fenghua Wang, J X Zeng, Li Jin, Xiao-bo CHEN, Jie Dong
Read original paper ↗ ·Ca-Y-driven co-precipitation and interfacial segregation enabling retarded hydrogen evolution and accelerated passivation in a twin-roll cast dilute Mg-Al-Mn-based alloy
Corrosion Science · 2026
Dong Xiao-rui, Min Zha, Da-Wei Wang, Peng Chen, Hai-Long Jia, Min Deng, Hui-yuan Wang
Read original paper ↗ ·Thermodynamics-governed integration of AI and ICME for materials design: Free-energy landscape and hierarchical entropy
Journal of Magnesium and Alloys · 2026
Zi‐Kui Liu
Read original paper ↗ ·Insights into corrosion and discharge behaviors of Mg-Er binary alloys as anodes for Mg-air batteries
Electrochimica Acta · 2026
Yuantai He, ZHANG Mengjia, Liang Wu, Yuan Yuan, Guozhi Wu, Yan Long Ma, Jinxing Wang, Jingfeng Wang, Viswanathan S. Saji, Fusheng Pan
Read original paper ↗ ·Surface modification of magnesium alloys for biomedical applications: Recent progress and emerging artificial intelligence approaches
Progress in Organic Coatings · 2026
Amit Mahajan, Parneet Kaur, Sandeep Devgan, Gurcharan Singh
Read original paper ↗ ·Revealing the dynamic evolution of interfacial water during Mg anodic dissolution
Journal of Magnesium and Alloys · 2026
Xinchen Xu, Xingpeng Liao, Gaoning Shi, Yuyang Chen, Leyun Wang, Hong Min Zhu, Xiaoqin Zeng
Read original paper ↗ ·Mapping coupled composition-processing effects on the strength and ductility of magnesium alloys with interpretable machine learning
Physics Letters A · 2026
Xinchen Chen, Shuhang Zhao, Yao Zhou, Bin Zhou, Xianfeng Ma, Jishen Jiang
Read original paper ↗ ·Machine learning for biomaterials design
Nature Reviews Bioengineering · 2026
Xiaoqiong Xia, Tianang Leng, Andrés J. Garcı́a, César de la Fuente‐Núñez
Read original paper ↗ ·Electrochemical corrosion behavior of magnesium anodes
Progress in Materials Science · 2026
H Dong, Xiaotong Zhao, Qian Wang, Ying Li, Xiangyu Zhong, Kazuaki Kisu, Linjiang Chai, Toyoto Sato, Weijiang Xue, Shunsuke Yagi, Hengxing Ji, Tetsuo Shoji, Hidemi Kato, Shin‐ichi Orimo, Takeshi Abe, Kiyoshi Kanamura, Eric Jianfeng Cheng
Read original paper ↗ ·First-Principles Study of the Orientation Dependence and Alloying Effects on the Corrosion Behavior of Zinc in Alkaline Environments
CORROSION · 2026
Changmei Hao, Haini Jin, Peng Kuai, Zhe Shen, Yudong Sui
Read original paper ↗ ·Uncertainty-aware active-learning design of high-strength, corrosion-resistant as-extruded Mg–Al–Zn–Mn–Ca–Y alloys using Bayesian neural networks
Journal of Magnesium and Alloys · 2026
Joung Sik Suh, Jae Hoon Jang, Jae‐Yeon Kim, Sung Hyuk Park
Read original paper ↗ ·Atomic-Scale Insights into Corrosion-Resistant Stainless Steels via First-Principles Calculations: A Review
Surfaces and Interfaces · 2026
Yanshaozuo Zhu, Chunting Wang, Xuecheng Li, Tianlong Lian, Mujun Long, Huamei Duan, Yandong Li, Feng Qiu
Read original paper ↗ ·Machine learning for high-performance alloy design: A review
Metals Advances · 2026
Zinuo Wang, Qi Xu, Peng Zhou, Tao Zhang, Fuhui Wang
Read original paper ↗ ·