October 21, 2025 article Open access Interpretable Machine Learning for Battery Prognosis: Retrospect and Prospect Advanced Energy Materials DOI: 10.1002/aenm.202503067 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 20 References 5 Search Sort Most cited Newest Oldest Patent citations Title Any typearticle review book-chapter conference-paper preprint dissertation book dataset other Any fieldAgricultural and Biological Sciences Arts and Humanities Biochemistry, Genetics and Molecular Biology Business, Management and Accounting Chemical Engineering Chemistry Computer Science Decision Sciences Dentistry Earth and Planetary Sciences Economics, Econometrics and Finance Energy Engineering Environmental Science Health Professions Immunology and Microbiology Materials Science Mathematics Medicine Neuroscience Nursing Pharmacology, Toxicology and Pharmaceutics Physics and Astronomy Psychology Social Sciences Veterinary Open access Review—“Knees” in Lithium-Ion Battery Aging Trajectories 2022 Journal of The Electrochemical Society article Engineering Advanced Battery Technologies Research Open access 497 citations Physics-informed neural networks for electrode-level state estimation in lithium-ion batteries 2021 Journal of Power Sources article Engineering Advanced Battery Technologies Research cited by 6 patents 149 citations Integrating mechanism and machine learning based capacity estimation for LiFePO4 batteries under slight overcharge cycling 2024 Energy article Engineering Advanced Battery Technologies Research Open access 68 citations Transferable data-driven capacity estimation for lithium-ion batteries with deep learning: A case study from laboratory to field applications 2023 Applied Energy article Engineering Advanced Battery Technologies Research 57 citations Unlocking the potential of unlabeled data: Self-supervised machine learning for battery aging diagnosis with real-world field data 2024 Journal of Energy Chemistry article Engineering Advanced Battery Technologies Research Open access 32 citations 5 results