Papers citing Utilizing Machine Learning to Advance Battery Materials Design: Challenges and Prospects
Artificial Intelligence for Carbon Capture, Utilization and Storage: Technological Evolution and Systemic Integration Pathways
SSRN Electronic Journal · 2025
Jianhua Ma, Yongzhang Zhou, Linyan He, Xian Liu, Yijun Zheng, Yang Hong
Read original paper ↗ ·Exploring Hybrid Electrolytes for Zn Metal Batteries
Advanced Energy Materials · 2025
Hao Fu, Shengyang Huang, Chao Wang, Jun Su Kim, Yu Zhao, Yutong Wu, Peixun Xiong, Ho Seok Park
Read original paper ↗ ·Bayesian Optimization of the Experimental Parameters of Material Synthesis: Application to the Magnesioreduction of Rare-Earth-Free (Mn1–xFex)5Si3 Magnetocalorics
Chemistry of Materials · 2025
Sylvain Le Tonquesse, Laura Agnarelli, Swathi Sakthivel
Read original paper ↗ ·Adaptive multi-task learning for battery health prediction: A BiLSTM framework with Bayesian optimization and dynamic task weighting
Journal of Power Sources · 2025
Shuhao Chen, Sicheng Wang, HangJie Zhang, Jingran Zhou, Chengyi Tu
Read original paper ↗ ·Generative Deep Learning for Advanced Battery Materials
Batteries & Supercaps · 2025
D. Rajagopal, Adrian Cierpka, Britta Nestler, Arnd Koeppe
Read original paper ↗ ·Real-time heavy metal detection in water using machine learning-augmented CNT sensors via truncated factorization nuclear norm-based SVD
Microchemical Journal · 2025
Badria Sulaiman Alfurhood, Mani Sri Madhuri Danthuluri, Sachin Jadhav, B. Mouleswararao, N.V. Phani Sai Kumar, Mohammad Taj
Read original paper ↗ ·Intelligent fault detection in battery systems: a machine learning approach with transformer-enhanced multi-modal Sensing
Electric Power Systems Research · 2025
A. Santhi Mary Antony, K. Meenakshi Sundaram, Chandrasekharan Raman, Gajula Ramana Murthy
Read original paper ↗ ·Covalent organic framework-based solid polymer electrolytes for metal-ion batteries: pioneering the future of DFT, MD, and ML techniques
Energy storage materials · 2025
Sadegh Kaviani
Read original paper ↗ ·Design optimization of electric-fish-inspired power sources using statistical and machine learning approaches
Journal of Power Sources · 2025
Haley M. Tholen, Ahmed S. Ibrahim Mohamed, Valentino I. Wilson, Derek M. Hall, Joseph S. Najem
Read original paper ↗ ·Topology optimization framework for 3D structural design based on micropolar elasticity and enhanced by machine learning
Engineering Structures · 2025
Hongwei Zhou, Mohamed Shaat, X.-L. Gao
Read original paper ↗ ·Multiscale Simulation Drives the Rational Design of Lithium‐Sulfur Batteries
Advanced Sustainable Systems · 2025
Ruiqing Ye, Li Wang, Fengmin Jin, Quan‐Hong Yang, Wei Zhong Lv
Read original paper ↗ ·Artificial Intelligence as a Materials-integrated Brain: Revolutionizing Organic Semiconductor Design and Aptamer-OFET Biosensing in the Post-silicon Era
Chemical Research in Chinese Universities · 2025
Muhammad Majid, Shanshan Cheng
Read original paper ↗ ·Energy Materials: Synthesis and Characterizations
Springer eBooks · 2025
Mayankkumar Lakshmanbhai Chaudhary, Rutu H. Patel, Ram Krishna Gupta
Read original paper ↗ ·Convergence of Computational Materials Science and AI for Next-Generation Energy Storage Materials
Journal of Electronic Materials · 2025
Xuexue Pan, Yuanlin Xie, Chujun Li, Yangyang He, Yitong Zhang, Yilin Wang, Zhichun Li, Peiyu Peng, Jun Wang
Read original paper ↗ ·Molecular dynamics and machine learning framework for predicting ion transport and mechanical properties of ionic liquid@polyvinylidene fluoride gel polymer electrolyte
Journal of Industrial and Engineering Chemistry · 2025
Sadegh Kaviani
Read original paper ↗ ·Recent progress in data-driven approaches for single-atom catalysts in lithium-sulfur batteries
Nano Materials Science · 2025
Zeyi Wang, Xinrui Linghu, Kai Cui, Qiuyu Zhang, Tianshuai Wang
Read original paper ↗ ·High-entropy alloy electrocatalysts for water splitting: A systematic review with perspectives on machine learning and future design strategies
Fuel · 2025
Sumaira Naz, Ayesha Saeed, Asif Hussain Khoja, Hina Younis, Hira Azeem, Nida Naeem, Mustafa Anwar, Mutawara Mahmood Baig
Read original paper ↗ ·AI-driven exploration and design of inorganic battery materials
Renewable and Sustainable Energy Reviews · 2025
Xuesong Wang, Nan He, Zidong Zhou, Jing Chen, Abdul Mateen, Yinfei Shao, Xiang Chen, Chengbin Liu, Altaf Mujear, Jianwei Zhang, Feng Liu, Zhihao Bao
Read original paper ↗ ·Biodegradable and bioresorbable rechargeable batteries: chemistries, AI-driven material discovery, and emerging applications
Materials Horizons · 2026
Bhavya Jain, Amay Jairaj Bandodkar
Read original paper ↗ ·Data-driven discovery of a zero-strain cathode with dynamic bond-switching for solid-state zinc-ion batteries
Journal of Materials Chemistry A · 2026
Ping Li, Muxiyele, Lixiang Chen, Jiang Zhu, Hao Yang, Qiushi Wang
Read original paper ↗ ·Energy Materials: Synthesis and Characterizations
Springer eBooks · 2026
Mayankkumar L. Chaudhary, Rutu H. Patel, Ram Krishna Gupta
Read original paper ↗ ·Integrating Density Functional Theory with Deep Neural Networks for Accurate Voltage Prediction in Alkali‐Metal‐Ion Battery Materials
Small Methods · 2026
Sk Mujaffar Hossain, Namitha Anna Koshi, Seung‐Cheol Lee, G.P Das, Satadeep Bhattacharjee
Read original paper ↗ ·Interfacial design principles of two-dimensional graphene-based heterostructures for lithium- and sodium-ion battery anodes
Journal of Materials Chemistry A · 2026
Javed Rehman, Rabia Shahzad, Talha Zafer, Umer Younis, Van An Dinh
Read original paper ↗ ·Probing the composition space of V, Fe, and Ti substituted sodium manganese oxides for next-generation sodium-ion cathodes
Journal of Materials Chemistry A · 2026
Eden Marks, Lawrence McCaul, Anna Trangmar, Adam Pestana Motala, Marco Sacchi, Vlad Stolojan, M. Felipe-Sotelo, Bahman Amini Horri, Robert C. T. Slade, Daniël Commandeur
Read original paper ↗ ·Machine Learning‐Guided Design of a Flexible Highly Conductive Additive‐Free Polymer Cathode
Angewandte Chemie · 2026
Yan Zhang, Xuelian Liu, Yichen Wei, Weiran Wang, Lu Bai, Alexandru Vlad, Junzhong Wang, Jiande Wang
Read original paper ↗ ·Density Functional Theory–Machine Learning-Assisted Insightful Identification of Next-Generation High-Voltage Organic Dual-Ion Batteries
Chemistry of Materials · 2026
Poulami Paul, Souvik Manna, Sandeep Das, Biswarup Pathak
Read original paper ↗ ·Deep learning-based battery health prediction for enhancing electric vehicle performance
Scientific Reports · 2026
Tawfikur Rahman, Nibedita Deb, Md. Moniruzzaman, Hanan Abdullah Mengash, Noorlindawaty Md Jizat, Abdullah Al Mahfazur Rahman, Samir Salem Al‐Bawri
Read original paper ↗ ·Application of machine learning to rechargeable aqueous zinc-ion batteries: Advancements and prospects
Journal of Energy Storage · 2026
Hengbo Jia, Ziyi Cheng, Chao Tan, Yuanyuan Yang, Yue Shi, Yaning Zhou, Yongqiang Ji, Dan Zhang, Le Li
Read original paper ↗ ·Artificial intelligence–driven evolution and system integration for geological carbon capture, utilization, and storage
Marine Geoscience and Energy Resources · 2026
Jianhua Ma, Yongzhang Zhou, Luhao He, Xian Liu, Yijun Zheng, Yang Hong
Read original paper ↗ ·Emerging nanomaterials for next-generation automotive energy storage systems
Energy Reports · 2026
Mehedi Hasan Manik, Muhammad Sharjeel Ali, Md. Monirul Islam, Nahid Hasan Jihad, Md. Zisat Hossen, Md Saifuddin Rakib, Nayem Hossain
Read original paper ↗ ·Recent advances, challenges and future perspectives of polycyclic aromatic hydrocarbons as materials for metal-ion batteries – A comprehensive review
Progress in Materials Science · 2026
Ilya V. Chepkasov, Stanislav A. Evlashin, Alexander G. Kvashnin
Read original paper ↗ ·Stabilizing Electrode/Electrolyte interphases for Lithium-Ion batteries at High-Temperature through integrated electrolyte engineering and surface modification
Materials Today · 2026
Leqiong Xie, Junchen Zhou, Da Wang, Yunyong Li, Xiangming He, Yingqiang Wu, Yida Deng
Read original paper ↗ ·A Perspective on Crystalline Cathode Materials for Aqueous Mn-Ion Batteries
Crystal Growth & Design · 2026
Sai Wang, Zhanshuo Li, Wenhui TONG
Read original paper ↗ ·Crystal Water Engineering in Electrode Materials: Decoding Structure‐Property Dynamics for Advanced Energy Storage Devices
Advanced Energy Materials · 2026
Yichong Kong, Keyu Zhang, Qing Zhao, Zhongliang Qi, Juan Yang, Xiangyang Zhou, Bin Yang, Yaochun Yao, Yong Lei
Read original paper ↗ ·Machine learning-based assessment technique of state-of-health, remaining useful life, and maximum operating temperature for lithium-ion battery for eVTOL aircraft
Automatika · 2026
Hasan Çınar, Süleyman Tunçel
Read original paper ↗ ·Rational design of MXene composites for high-performance potassium-ion batteries
Journal of Energy Storage · 2026
Salman Khan, Abdullah Ayaz, Umme Kalsoom, Syed Israr Shah, Muffarih Shah, Awais Ali Qarni, Muhammad Khan, Mohamed Hassan Eisa, Zainuriah Hassan, Nasir A. Ibrahim, Ashraf A. Qurtam
Read original paper ↗ ·Artificial intelligence in advanced polymer manufacturing
MRS Communications · 2026
Jihua Chen, Rigoberto C. Advíncula
Read original paper ↗ ·A Deep Learning Approach for OER Electrocatalyst Kinetics Prediction
Journal of Chemometrics · 2026
Umme Javaria, Manzar Sohail, Tahir Mehmood, Ayesha Nazuk, Aqsa Shabbir
Read original paper ↗ ·Regulatory strategies for lithium-sulfur batteries: Integration of hollow porous carbon with single/dual-atom catalysts
Coordination Chemistry Reviews · 2026
Shaolong Zhang, Qian Zhang, Minchen Hou, Bin Wei, Yanliang Zhai, Dong Zhai, Xin Ao, Jing Huang
Read original paper ↗ ·Hollow Ti3C2Tx-MXene nanosphere electrochemical sensor coupled with LSTM time-series modeling for rapid detection of ascorbic acid in sweat
Microchemical Journal · 2026
Haozi Lu, Ziyi Wu, Meiqing Yang, Jifei Yang, Ye Li (290115), Jingrui Zhang, Guangsheng Zeng, Can Hu, Wei Zhou, Song Liu (9858)
Read original paper ↗ ·Electrolyte Engineering in Aqueous Zinc‐Ion Batteries: From Solvation Chemistry to Interface Stabilization
ChemElectroChem · 2026
Zhenyu Li, Xiao Huang, Dongyu Liu, Bowei Wang, Hao Li, Jing Zhang, Hongzhen Lin, Jian Wang, Lei Zhou
Read original paper ↗ ·Transition metal halides for high-performance and sustainable solid-state batteries
Materials Today · 2026
Keqi Chen, Songjia Kong, Shuo Wang, Shumin Zhang, Yanguang Li, Feipeng Zhao
Read original paper ↗ ·Magnesium-ion battery cathode materials: Artificial intelligence applications, research advances, and industrialization
Journal of Magnesium and Alloys · 2026
Ziyin You, Liang Fu, Guangsheng Huang, Shuiai Luo, Nanxiang Wang, X Chen, Jingfeng Wang, Xiaoyuan Zhou, Fusheng Pan
Read original paper ↗ ·AI-driven sustainable supercapacitors for advanced renewable energy storage applications
Hybrid Advances · 2026
Nahid Tyagi, Nidhi, Gaurav Sharma, Rohit Srivastava, Manoj Kumar Singh, Ranjith Krishna Pai
Read original paper ↗ ·Data-driven discovery and first-principles design of novel cathode materials for sodium-ion batteries
Energy and AI · 2026
Huu Doanh Nguyen, Minh Dang Do, Que Chi Chau, Tien-Lam Pham, Phi Long Nguyen, Kostya S. Novoselov, Laurent El Ghaoui, Phuong Nam Le Pham, V T Phung
Read original paper ↗ ·Computational and ML methods in MOF based supercapacitors - from mechanistic understanding to future materials design
Journal of Materials Science Materials Theory · 2026
Achal Siddharth Fulmali, Himanshu Sekhar Panda
Read original paper ↗ ·Unlocking rechargeable battery materials with artificial intelligence: From data-descriptor-model workflows to closed-loop discovery
Journal of Energy Chemistry · 2026
Yang Zhao, Mengjun Li, Limin Geng, Weijia Meng, Jiaye Ye
Read original paper ↗ ·Protective interphases and safety enhancement in high-energy-density batteries: A critical review
Results in Engineering · 2026
G. Ramkumar
Read original paper ↗ ·Review of AI-driven discovery of cathode anode and electrolyte materials for advancing sodium-ion batteries
Discover Industrial Chemistry and Materials · 2026
Zhong Hu
Read original paper ↗ ·Tailoring Lithium‐Rich NMC Cathode Materials for High‐Energy Lithium‐Ion Batteries
Batteries & Supercaps · 2026
Nishi Keshari, Shobhit Soni, Prajnashree Panda, Katchala Nanaji
Read original paper ↗ ·