Machine learning for a sustainable energy future

Z Yao, Y Lum, A Johnston, LM Mejia-Mendoza… - Nature Reviews …, 2023 - nature.com
Transitioning from fossil fuels to renewable energy sources is a critical global challenge; it
demands advances—at the materials, devices and systems levels—for the efficient …

High-entropy nanoparticles: Synthesis-structure-property relationships and data-driven discovery

Y Yao, Q Dong, A Brozena, J Luo, J Miao, M Chi… - Science, 2022 - science.org
High-entropy nanoparticles have become a rapidly growing area of research in recent years.
Because of their multielemental compositions and unique high-entropy mixing states (ie …

High-entropy materials for catalysis: A new frontier

Y Sun, S Dai - Science Advances, 2021 - science.org
Entropy plays a pivotal role in catalysis, and extensive research efforts have been directed to
understanding the enthalpy-entropy relationship that defines the reaction pathways of …

High-entropy energy materials: challenges and new opportunities

Y Ma, Y Ma, Q Wang, S Schweidler, M Botros… - Energy & …, 2021 - pubs.rsc.org
The essential demand for functional materials enabling the realization of new energy
technologies has triggered tremendous efforts in scientific and industrial research in recent …

Sub-2 nm ultrasmall high-entropy alloy nanoparticles for extremely superior electrocatalytic hydrogen evolution

G Feng, F Ning, J Song, H Shang… - Journal of the …, 2021 - ACS Publications
The development of sufficiently effective catalysts with extremely superior performance for
electrocatalytic hydrogen production still remains a formidable challenge, especially in …

Multi‐sites electrocatalysis in high‐entropy alloys

H Li, J Lai, Z Li, L Wang - Advanced Functional Materials, 2021 - Wiley Online Library
High‐entropy alloys (HEAs) have attracted widespread attention in electrocatalysis due to
their unique advantages (adjustable composition, complex surface, high tolerance, etc.) …

Integrating few-atom layer metal on high-entropy alloys to catalyze nitrate reduction in tandem

J Hao, T Wang, R Yu, J Cai, G Gao, Z Zhuang… - Nature …, 2024 - nature.com
While high-entropy alloy (HEA) catalysts seem to have the potential to break linear scaling
relationships (LSRs) due to their structural complexity, the weighted averaging of properties …

Ultrafast materials synthesis and manufacturing techniques for emerging energy and environmental applications

X Hu, D Zuo, S Cheng, S Chen, Y Liu, W Bao… - Chemical Society …, 2023 - pubs.rsc.org
Energy and environmental issues have attracted increasing attention globally, where
sustainability and low-carbon emissions are seriously considered and widely accepted by …

Recent progress of high-entropy materials for energy storage and conversion

A Amiri, R Shahbazian-Yassar - Journal of Materials Chemistry A, 2021 - pubs.rsc.org
The emergence of high-entropy materials (HEMs) with their excellent mechanical properties,
stability at high temperatures, and high chemical stability is poised to yield new …

High‐entropy metal sulfide nanoparticles promise high‐performance oxygen evolution reaction

M Cui, C Yang, B Li, Q Dong, M Wu… - Advanced Energy …, 2021 - Wiley Online Library
Transition metal sulfides with a multi‐elemental nature represent a class of promising
catalysts for oxygen evolution reaction (OER) owing to their good catalytic activity. However …