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 …

Noble‐Metal‐Free High‐Entropy Alloy Nanoparticles for Efficient Solar‐Driven Photocatalytic CO2 Reduction

H Huang, J Zhao, H Guo, B Weng, H Zhang… - Advanced …, 2024 - Wiley Online Library
Metal nanoparticle (NP) cocatalysts are widely investigated for their ability to enhance the
performance of photocatalytic materials; however, their practical application is often limited …

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.) …

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 …

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 …

Emerging atomically precise metal nanoclusters and ultrasmall nanoparticles for efficient electrochemical energy catalysis: synthesis strategies and surface/interface …

M Wu, F Dong, Y Yang, X Cui, X Liu, Y Zhu, D Li… - Electrochemical Energy …, 2024 - Springer
Atomically precise metal nanocluster and ultrasmall nanoparticle catalysts have garnered
significant interest in electrocatalysis applications due to their unique geometric and …