Carbon neutrality strategies for sustainable batteries: from structure, recycling, and properties to applications

J Lin, X Zhang, E Fan, R Chen, F Wu… - Energy & Environmental …, 2023 - pubs.rsc.org
Research on new energy storage technologies has been sparked by the energy crisis,
greenhouse effect, and air pollution, leading to the continuous development and …

Machine learning-accelerated discovery and design of electrode materials and electrolytes for lithium ion batteries

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 …

Bridging multiscale characterization technologies and digital modeling to evaluate lithium battery full lifecycle

X Liu, L Zhang, H Yu, J Wang, J Li… - Advanced Energy …, 2022 - Wiley Online Library
The safety, durability and power density of lithium‐ion batteries (LIBs) are currently
inadequate to satisfy the continuously growing demand of the emerging battery markets …

Data-driven-aided strategies in battery lifecycle management: prediction, monitoring, and optimization

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 …

MatGPT: A vane of materials informatics from past, present, to future

Z Wang, A Chen, K Tao, Y Han, J Li - Advanced Materials, 2024 - Wiley Online Library
Combining materials science, artificial intelligence (AI), physical chemistry, and other
disciplines, materials informatics is continuously accelerating the vigorous development of …

Sapiential battery systems: beyond traditional electrochemical energy

T Zhang, J Yu, H Guo, J Qi, M Che, M Hou… - Chemical Society …, 2024 - pubs.rsc.org
As indispensable energy-storage technology in modern society, batteries play a crucial role
in diverse fields of 3C products, electric vehicles, and electrochemical energy storage …

Basic guidelines of the first− principles calculations for suitable selection of electrochemical Li storage materials: A review

S Kansara, H Kang, S Ryu, HH Sun… - Journal of Materials …, 2023 - pubs.rsc.org
In this work, practical ways of using first-principles and machine learning calculations in
rechargeable Li batteries to understand the associated electrochemical Li storage reactions …

Electro‐Chemo‐Mechanical Degradation in Solid‐State Batteries: A Review of Microscale and Multiphysics Modeling

A De Gol, KB Dermenci, L Farkas… - Advanced Energy …, 2024 - Wiley Online Library
Solid‐state batteries with lithium‐metal anodes have emerged as a promising alternative to
traditional lithium‐ion batteries thanks to their enhanced energy density and safety …

Machine learning-assisted synthesis of two-dimensional materials

M Lu, H Ji, Y Zhao, Y Chen, J Tao, Y Ou… - … Applied Materials & …, 2022 - ACS Publications
Two-dimensional (2D) materials have intriguing physical and chemical properties, which
exhibit promising applications in the fields of electronics, optoelectronics, as well as energy …

Advances in materials and machine learning techniques for energy storage devices: A comprehensive review

P Thakkar, S Khatri, D Dobariya, D Patel, B Dey… - Journal of Energy …, 2024 - Elsevier
The increasing global need for energy supply in modern society has created a pressing
need to explore new materials for renewable energy technologies. However, conventional …