Recent progress of metal single-atom catalysts for energy applications

Q Yang, Y Jiang, H Zhuo, EM Mitchell, Q Yu - Nano Energy, 2023 - Elsevier
Single-atom catalysts (SACs) have received tremendous attention in heterogeneous
catalysis because of their excellent catalytic performance and robust stability. Metal SACs …

[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 …

Efficient removal of greenhouse gases: machine learning-assisted exploration of metal–organic framework space

R Xin, C Wang, Y Zhang, R Peng, R Li, J Wang… - ACS …, 2024 - ACS Publications
Global warming is a crisis that humanity must face together. With greenhouse gases (GHGs)
as the main factor causing global warming, the adoption of relevant processes to eliminate …

Advances on axial coordination design of single-atom catalysts for energy electrocatalysis: a review

L Zhang, N Jin, Y Yang, XY Miao, H Wang, J Luo… - Nano-Micro Letters, 2023 - Springer
Single-atom catalysts (SACs) have garnered increasingly growing attention in renewable
energy scenarios, especially in electrocatalysis due to their unique high efficiency of atom …

Atomic coordination structural dynamic evolution of single-atom Mo catalyst for promoting H2 activation in slurry phase hydrocracking

G Sun, D Liu, M Li, S Tao, Z Guan, Y Chen, S Liu, Q Du… - Science Bulletin, 2023 - Elsevier
Abstract Development of efficient catalysts with high atomic utilization and turnover
frequency (TOF) for H 2 activation in slurry phase hydrocracking (SPHC) is crucial for the …

Recent progress in heteroatom doping to modulate the coordination environment of M–N–C catalysts for the oxygen reduction reaction

X Xie, H Peng, G Ma, Z Lei, Y Xu - Materials Chemistry Frontiers, 2023 - pubs.rsc.org
The development of highly catalytic performance, low-cost, and durable electrocatalysis for
the oxygen reduction reaction (ORR) is important to facilitate the commercial applications of …

Creation of densely exposed and cavity-edged single Fe active sites for enhanced oxygen electroreduction

F Kong, Y Huang, M Chen, G Meng, H Tian… - Applied Catalysis B …, 2022 - Elsevier
The performance of oxygen reduction reaction (ORR) on Fe-NC single-atom catalysts
(SACs) is still less satisfactory due to the rather low atom-utilization of active sites. Here, a …

Electronic structure regulation of the Fe-based single-atom catalysts for oxygen electrocatalysis

X Wang, Z Kang, D Wang, Y Zhao, X Xiang, H Shang… - Nano Energy, 2024 - Elsevier
The excessive consumption of fossil energy causes serious environmental problems, which
has driven the exploration of clean and sustainable energy. Oxygen electrocatalysis as the …

[HTML][HTML] Unlocking the potential: machine learning applications in electrocatalyst design for electrochemical hydrogen energy transformation

R Ding, J Chen, Y Chen, J Liu, Y Bando… - Chemical Society …, 2024 - pubs.rsc.org
Machine learning (ML) is rapidly emerging as a pivotal tool in the hydrogen energy industry
for the creation and optimization of electrocatalysts, which enhance key electrochemical …

Iron and cobalt phthalocyanine embedded electrospun carbon nanofiber-based catalysts for anion exchange membrane fuel cell cathode

K Muuli, A Sokka, M Mooste, J Lilloja, V Gudkova… - Journal of …, 2023 - Elsevier
The successful implementation of renewable energy transition assumes the introduction and
widespread use of zero-emission and sustainable energy conversion devices. Anion …