Rational Prediction of Single Metal Atom Supported on Two-Dimensional Metal Diborides for Electrocatalytic N2 Reduction Reaction with Integrated Descriptor
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Updated: Dec 18, 2025

Synthesis and Performance Characterizations of Transition Metal Single Atom Catalyst for Electrochemical CO2 Reduction
Published on: April 10, 2018
Lei Ge1, Weiwei Xu1, Chongyang Chen1
1Institute of Functional Nano & Soft Materials (FUNSOM), Jiangsu Key Laboratory for Carbon-Based Functional Materials & Devices, Soochow University, Suzhou 215123, China.
Abstract:
Nitrogen reduction reaction (NRR) plays an important role in chemical industry, so it is significant to develop low-cost and efficient electrocatalysts for nitrogen fixation instead of the traditional Haber-Bosch process. In this paper, the electrocatalytic performance of various single atoms doped on two-dimensional metal diborides with a B vacancy for N2 reduction to ammonia is calculated and predicted. By screening numerous catalysts, we find that Ti@VB2 is the most active catalyst for NRR, and the limiting potential of Ti@VB2 for NRR is -0.61 V. Through high-throughput search and LASSO regression, an integrated descriptor combining the intrinsic properties of the single transition metal atom (TM) and the substrate (MB2) is proposed, which can fit the relationship between intrinsic properties of catalysts and NRR activity well. Therefore, this study not only discovers a promising electrocatalyst for nitrogen fixation but also provides a strategy for predicting the activity of catalysts.
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