Closed-loop optimization of fast-charging protocols for batteries with machine learning

• Fast and generalisable parameter-embedded neural operators for lithium-ion battery simulation

  2025 Energy and AI article Physics and Astronomy Model Reduction and Neural Networks Open access

  9

  citations
• 33 Unresolved Questions in Nanoscience and Nanotechnology

  2025 ACS Nano article Engineering Nanotechnology research and applications Open access

  57

  citations
• Sequential EXtreme Gradient Boosting-Based Descriptor Reduction for Size Prediction of Zwitterionic Polymer-Based Nanoparticles

  2025 ACS Omega article Materials Science Machine Learning in Materials Science Open access

  1

  citations
• Fast data augmentation for battery degradation prediction

  2025 Energy and AI article Engineering Advanced Battery Technologies Research Open access

  8

  citations
• Multi-year field measurements of home storage systems and their use in capacity estimation

  2024 Nature Energy article Engineering Advanced Battery Technologies Research Open access

  53

  citations
• Unsupervised learning of charge-discharge cycles from various lithium-ion battery cells to visualize dataset characteristics and to interpret model performance

  2024 Energy and AI article Engineering Advanced Battery Technologies Research Open access

  10

  citations
• State-of-health estimation for fast-charging lithium-ion batteries based on a short charge curve using graph convolutional and long short-term memory networks

  2024 Journal of Energy Chemistry article Engineering Advanced Battery Technologies Research cited by 2 patents

  71

  citations
• Rapid Simulation of Electro-Chemo-Mechanical Deformation of Li-ion Batteries Based On Porous Electrode Theory

  2024 Journal of The Electrochemical Society article Engineering Advanced Battery Technologies Research Open access

  17

  citations
• Machine learning-based fast charging of lithium-ion battery by perceiving and regulating internal microscopic states

  2023 Energy storage materials article Engineering Advanced Battery Technologies Research cited by 1 patent

  118

  citations
• Synergizing ontologies and graph databases for highly flexible materials-to-device workflow representations

  2023 Journal of Materials Informatics article Computer Science Semantic Web and Ontologies Open access

  3

  citations
• Principles of the Battery Data Genome

  2022 Joule article Engineering Advancements in Battery Materials Open access

  130

  citations
• Automatic method for the estimation of li-ion degradation test sample sizes required to understand cell-to-cell variability

  2022 Energy and AI article Engineering Advanced Battery Technologies Research Open access

  9

  citations
• Optimization strategy for coupled battery system design models using Gaussian Process Regression and Classification

  2022 Journal of Energy Storage article Engineering Advanced Battery Technologies Research

  7

  citations
• Review—“Knees” in Lithium-Ion Battery Aging Trajectories

  2022 Journal of The Electrochemical Society article Engineering Advanced Battery Technologies Research Open access

  497

  citations
• Estimation of Li‐Ion Degradation Test Sample Sizes Required to Understand Cell‐to‐Cell Variability**

  2021 Batteries & Supercaps article Engineering Advanced Battery Technologies Research Open access

  47

  citations
• ENPOLITE: Comparing Lithium-Ion Cells across Energy, Power, Lifetime, and Temperature

  2021 ACS Energy Letters editorial Engineering Advanced Battery Technologies Research Open access

  48

  citations
• ENPOLITE: Comparing Lithium-Ion Cells across Energy, Power, Lifetime, and Temperature

  2021 preprint Engineering Advanced Battery Technologies Research Open access

  0

  citations
• Estimation of Li-Ion Degradation Test Sample Sizes Required to Understand Cell-to-Cell Variability

  2021 RWTH Publications (RWTH Aachen) article Engineering Advanced Battery Technologies Research Open access

  3

  citations

18 results