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Updated: Nov 10, 2025

Synthesis and Performance Characterizations of Transition Metal Single Atom Catalyst for Electrochemical CO2 Reduction
Published on: April 10, 2018
High-Throughput Screening of a Single-Atom Alloy for Electroreduction of Dinitrogen to Ammonia
Guokui Zheng1,2,3,4, Yanle Li2,3, Xu Qian2,3
1Key Laboratory of Biomass Chemical Engineering of Ministry of Education, College of Chemical and Biological Engineering Zhejiang University, Zheda Road 38, Hangzhou, Zhejiang Province 310027, China.
Abstract:
Exploring electrocatalysts with high activity, selectivity, and stability is essential for the development of applicable electrocatalytic ammonia synthesis technology. By performing density functional theory calculations, we systematically investigated the potential of a series of transition-metal-doped Au-based single-atom alloys (SAAs) as promising electrocatalysts for nitrogen reduction reaction (NRR). The overall process for the Au-based electrocatalyst suffers from the limiting potential arising from the first hydrogenation step of the reduction of *N2 to *NNH. However, SAAs showed to be favorable toward lowering free energy barriers by increasing the binding strength of N2. According to simulation results, three descriptors were proposed to describe the first hydrogenation step ΔG(*N2 → *NNH): ΔG(*NNH), d-band center, and d/√Em. Eight doped elements (Ti, V, Nb, Ru, Ta, Os, W, and Mo) were initially screened out with a limiting potential ranging from -0.75 to -0.30 V. Particularly, Mo- and W-doped systems possess the best activity with a limiting potential of -0.30 V each. Then, the intrinsic relationship between the structure and potential performance was analyzed using machine learning. The selectivity, feasibility, and stability of these candidates were also evaluated, confirming that SAA containing Mo, Ru, Ta, and W could be outstanding NRR electrocatalysts. This work not only broadens our understanding of SAA application in electrocatalysis, but also leads to the discovery of novel NRR electrocatalysts.
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