Machine learning paves the way for high entropy compounds exploration: challenges, progress, and outlook

X Wan, Z Li, W Yu, A Wang, X Ke, H Guo… - Advanced …, 2023 - Wiley Online Library
Abstract Machine learning (ML) has emerged as a powerful tool in the research field of high
entropy compounds (HECs), which have gained worldwide attention due to their vast …

Revealing the Potential and Challenges of High‐Entropy Layered Cathodes for Sodium‐Based Energy Storage

H Gao, J Li, F Zhang, C Li, J Xiao, X Nie… - Advanced Energy …, 2024 - Wiley Online Library
Sodium‐ion batteries (SIBs) reflect a strategic move for scalable and sustainable energy
storage. The focus on high‐entropy (HE) cathode materials, particularly layered oxides, has …

Surface phase conversion in a high-entropy layered oxide cathode material

Q Zheng, Z Ren, Y Zhang, T Qin, J Qi… - … Applied Materials & …, 2023 - ACS Publications
High-entropy transition-metal oxides are potentially interesting cathode materials for lithium-
ion batteries, among which high-entropy layered oxides are considered highly promising …

The mystic role of high-entropy designs in rechargeable metal-ion batteries: A review

Y Lin, S Luo, W Zhao, Q Sun, J Cong, P Li, P Li… - Journal of Energy …, 2024 - Elsevier
Rechargeable metal-ion batteries, such as lithium-ion batteries (LIBs) and sodium-ion
batteries (SIBs), have raised more attention because of the large demand for energy storage …

High-Entropy NASICON Phosphates (Na3M2(PO4)3 and NaMPO4Ox, M = Ti, V, Mn, Cr, and Zr) for Sodium Electrochemistry

B Wu, G Hou, E Kovalska, V Mazanek… - Inorganic …, 2022 - ACS Publications
High-entropy materials, with complex compositions and unique cocktail characteristics, have
recently drawn significant attention. Additionally, a family of sodium super ion conductors …

High-entropy materials for lithium-ion battery electrodes

JW Sturman, EA Baranova… - Frontiers in Energy …, 2022 - frontiersin.org
The lithium-ion battery is a type of rechargeable power source with applications in portable
electronics and electric vehicles. There is a thrust in the industry to increase the capacity of …

Molecular engineering strategies toward molybdenum diselenide design for energy storage and conversion

Y Li, M Wang, J Sun - Advanced Energy Materials, 2022 - Wiley Online Library
The development of graphene has readily accelerated the research progress on 2D
materials. As a representative 2D family, transition metal dichalcogenides are widely used in …

Emerging high-entropy compounds for electrochemical energy storage and conversion

D Liu, P Guo, H Pan, R Wu - Progress in Materials Science, 2024 - Elsevier
As a new member in high-entropy materials family developed after high-entropy alloys, high-
entropy compounds (HECs) are of particular interest owing to the combination of …

Stabilization strategies for high-capacity NCM materials targeting for safety and durability improvements

J Meng, G Qu, Y Huang - eTransportation, 2023 - Elsevier
Layered ternary oxide LiNi x Co y Mn 1-xy O 2 (NCM) cathode materials have attracted
intensive academic and commercial interests due to their low cost, good rate capability and …

Machine learning promotes the development of all-solid-state batteries

Y Qiu, X Zhang, Y Tian, Z Zhou - Chinese Journal of Structural Chemistry, 2023 - Elsevier
Lithium-ion batteries (LIBs) are a promising energy storage system for green energy
applications. However, the use of liquid electrolytes in LIBs results in safety and lifespan …