Machine learning for alloys

GLW Hart, T Mueller, C Toher, S Curtarolo - Nature Reviews Materials, 2021 - nature.com
Alloy modelling has a history of machine-learning-like approaches, preceding the tide of
data-science-inspired work. The dawn of computational databases has made the integration …

Advancements in cathode catalyst and cathode layer design for proton exchange membrane fuel cells

Y Sun, S Polani, F Luo, S Ott, P Strasser… - Nature …, 2021 - nature.com
Proton exchange membrane fuel cells have been recently developed at an increasing pace
as clean energy conversion devices for stationary and transport sector applications. High …

High-entropy alloy nanocrystal assembled by nanosheets with d–d electron interaction for hydrogen evolution reaction

M Wei, Y Sun, J Zhang, F Ai, S **… - Energy & Environmental …, 2023 - pubs.rsc.org
The development of efficient catalysts with superior performance for water splitting into
hydrogen is urgently required in the catalysis community. Herein, for the first time, we report …

Strain engineering in electrocatalysts: fundamentals, progress, and perspectives

X Yang, Y Wang, X Tong, N Yang - Advanced Energy Materials, 2022 - Wiley Online Library
Strain engineering of nanomaterials, namely, designing, tuning, or controlling surface strains
of nanomaterials is an effective strategy to achieve outstanding performance in different …

Constructing Bipolar Dual‐Active Sites through High‐Entropy‐Induced Electric Dipole Transition for Decoupling Oxygen Redox

Q Zhang, Z Zheng, R Gao, X **ao, M Jiao… - Advanced …, 2024 - Wiley Online Library
It remains a significant challenge to construct active sites to break the trade‐off between
oxidation and reduction processes occurring in battery cathodes with conversion …

Engineering bunched Pt-Ni alloy nanocages for efficient oxygen reduction in practical fuel cells

X Tian, X Zhao, YQ Su, L Wang, H Wang, D Dang… - Science, 2019 - science.org
Development of efficient and robust electrocatalysts is critical for practical fuel cells. We
report one-dimensional bunched platinum-nickel (Pt-Ni) alloy nanocages with a Pt-skin …

Current progress of Pt and Pt-based electrocatalysts used for fuel cells

X Ren, Q Lv, L Liu, B Liu, Y Wang, A Liu… - Sustainable Energy & …, 2020 - pubs.rsc.org
Due to the growing demand for energy and impending environmental issues, fuel cells have
attracted significant attention as an alternative to conventional energy technologies. As cost …

Nanoscale structure design for high‐performance Pt‐based ORR catalysts

M Liu, Z Zhao, X Duan, Y Huang - Advanced Materials, 2019 - Wiley Online Library
Proton‐exchange‐membrane fuel cells (PEMFCs) are of considerable interest for direct
chemical‐to‐electrical energy conversion and may represent an ultimate solution for mobile …

Phase segregation reversibility in mixed-metal hydroxide water oxidation catalysts

C Kuai, Z Xu, C **, A Hu, Z Yang, Y Zhang, CJ Sun… - Nature Catalysis, 2020 - nature.com
Achieving stable, low-cost electrocatalysts represents a daunting challenge towards
practical water oxidation reactions. Here, we report that a degraded electrocatalyst can be …

Rational design of heteroatom-doped Fe–N–C single-atom catalysts for oxygen reduction reaction via simple descriptor

J Liu, J Zhu, H Xu, D Cheng - ACS Catalysis, 2024 - ACS Publications
The coordination engineering of Fe–N–C single-atom catalysts (SACs) through introducing
heteroatom dopants has attracted widespread attention in the oxygen reduction reaction …