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Updated: Sep 13, 2025

Synthesis of Metal Nanoparticles Supported on Carbon Nanotube with Doped Co and N Atoms and its Catalytic Applications in Hydrogen Production
Published on: December 6, 2021
d-Electron Asymmetry-Driven CN Coupling on Heteronuclear Dual-Atom Catalysts for Sustainable Urea Electrosynthesis
Zaifu Jiang1, Jingjing Wang1, Dingmei Zhang1
1School of Mathematics and Physics, Jingchu University of Technology, Jingmen, 448000, China.
Abstract:
The transition toward carbon-neutral chemical manufacturing calls for innovative strategies to produce nitrogen-based compounds with minimal environmental impact. Urea, a key nitrogen-rich chemical, is currently synthesized via the energy-intensive Bosch-Meiser process, which relies heavily on fossil fuel-derived ammonia. As a sustainable alternative, electrochemical urea synthesis (ECUS) enables the direct coupling of nitrogenous and carbonaceous precursors under ambient conditions, yet remains hampered by sluggish kinetics and poor selectivity-particularly in the critical C─N bond formation step. Here, density functional theory (DFT) calculations is integrated with data-driven machine learning to systematically explore the activity landscape of nitrogen-doped graphene-supported dual-metal-atom catalysts (M'M@NC) for C─N coupling. A comprehensive reaction network is evaluated across 45 M'M@NC configurations, revealing three heteronuclear catalysts-VNi@NC, CoNi@NC and CoCu@NC-with consistently favorable thermodynamic and kinetic performance. Electronic structure analysis indicates that heteronuclear coordination promotes *CO activation and optimizes *NHx adsorption, facilitating C─N coupling. Leveraging symbolic regression via the sure independence screening and sparsifying operator (SISSO) algorithm, interpretable descriptors linking C─N coupling energy to atomic-level electronic properties is established, highlighting the critical role of d-electron asymmetry. This results uncover fundamental design principles for dual-atom catalysts and provide a predictive framework for guiding the development of next-generation electrocatalysts for sustainable urea synthesis.
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