A review of the recent progress in battery informatics

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 …

[HTML][HTML] Application of machine learning in optimizing proton exchange membrane fuel cells: a review

R Ding, S Zhang, Y Chen, Z Rui, K Hua, Y Wu, X Li… - Energy and AI, 2022 - Elsevier
Proton exchange membrane fuel cells (PEMFCs) as energy conversion devices for
hydrogen energy are crucial for achieving an eco-friendly society, but their cost and …

Comprehensive analysis of critical issues in all-vanadium redox flow battery

Z Huang, A Mu, L Wu, B Yang, Y Qian… - ACS Sustainable …, 2022 - ACS Publications
Vanadium redox flow batteries (VRFBs) can effectively solve the intermittent renewable
energy issues and gradually become the most attractive candidate for large-scale stationary …

Vanadium redox flow batteries: Flow field design and flow rate optimization

Z Huang, A Mu, L Wu, H Wang - Journal of Energy Storage, 2022 - Elsevier
Vanadium redox flow battery (VRFB) has attracted much attention because it can effectively
solve the intermittent problem of renewable energy power generation. However, the low …

[HTML][HTML] Battery safety: Machine learning-based prognostics

J Zhao, X Feng, Q Pang, M Fowler, Y Lian… - Progress in Energy and …, 2024 - Elsevier
Lithium-ion batteries play a pivotal role in a wide range of applications, from electronic
devices to large-scale electrified transportation systems and grid-scale energy storage …

Review of the research status of cost-effective zinc–iron redox flow batteries

H Zhang, C Sun, M Ge - Batteries, 2022 - mdpi.com
Zinc–iron redox flow batteries (ZIRFBs) possess intrinsic safety and stability and have been
the research focus of electrochemical energy storage technology due to their low electrolyte …

Machine learning-assisted design of flow fields for redox flow batteries

S Wan, H Jiang, Z Guo, C He, X Liang… - Energy & …, 2022 - pubs.rsc.org
Flow fields are a crucial component of redox flow batteries (RFBs). Conventional flow fields,
designed by trial-and-error approaches and limited human intuition, are difficult to optimize …

Insights into an air-stable methylene blue catholyte towards kW-scale practical aqueous organic flow batteries

Y Zhang, F Li, T Li, M Zhang, Z Yuan, G Hou… - Energy & …, 2023 - pubs.rsc.org
Aqueous organic flow batteries (AOFBs) possess unique advantages, including element
abundance and tailorability, compared to the traditional flow batteries (FBs). However …

Engineering electrochemical surface for efficient carbon dioxide upgrade

G Wen, B Ren, Y Zheng, M Li, C Silva… - Advanced Energy …, 2022 - Wiley Online Library
Electrochemical CO2 conversion offers an attractive route for recycling CO2 with economic
and environmental benefits, while the catalytic materials and electrode structures still require …

Tailoring the vanadium/proton ratio of electrolytes to boost efficiency and stability of vanadium flow batteries over a wide temperature range

Y Liu, L Yu, L Liu, J Xi - Applied Energy, 2021 - Elsevier
Fast capacity decay and narrow temperature window still hinds the practical application of
vanadium flow batteries (VFB). Optimization the electrolyte composition is an effective …