Lithium‐ion batteries (LIBs) are vital energy‐storage devices in modern society. However, the performance and cost are still not satisfactory in terms of energy density, power density …
For the proper design and evaluation of next‐generation lithium‐ion batteries, different physical‐chemical scales have to be considered. Taking into account the electrochemical …
C Ling - npj Computational Materials, 2022 - nature.com
Batteries are of paramount importance for the energy storage, consumption, and transportation in the current and future society. Recently machine learning (ML) has …
X Chen, X Liu, X Shen, Q Zhang - Angewandte Chemie, 2021 - Wiley Online Library
Emerging machine learning (ML) methods are widely applied in chemistry and materials science studies and have led to a focus on data‐driven research. This Minireview …
Z Wei, Q He, Y Zhao - Journal of Power Sources, 2022 - Elsevier
Batteries are vital energy storage carriers in industry and in our daily life. There is continued interest in the developments of batteries with excellent service performance and safety …
G Xu, M Jiang, J Li, X Xuan, J Li, T Lu, L Pan - Energy Storage Materials, 2024 - Elsevier
With the development of artificial intelligence and the intersection of machine learning (ML) and materials science, the reclamation of ML technology in the realm of lithium ion batteries …
J Li, M Zhou, HH Wu, L Wang, J Zhang… - Advanced Energy …, 2024 - Wiley Online Library
Abstract Machine learning (ML) exhibits substantial potential for predicting the properties of solid‐state electrolytes (SSEs). By integrating experimental or/and simulation data within ML …
A Benayad, D Diddens, A Heuer… - Advanced Energy …, 2022 - Wiley Online Library
The timely arrival of novel materials plays a key role in bringing advances to society, as the pace at which major technological breakthroughs take place is usually dictated by the …
L Xu, F Wu, R Chen, L Li - Energy Storage Materials, 2023 - Elsevier
Predicting, monitoring, and optimizing the performance and health of a battery system entails a variety of complex variables as well as unpredictability in given conditions. Data …