Design of high-performance ion-doped CoP systems for hydrogen evolution: From multi-level screening calculations to experiment

被引:18
作者
Cao, Xiaofei [1 ]
Xing, Siqian [1 ]
Ma, Duo [1 ]
Tan, Yuan [1 ]
Zhu, Yucheng [1 ]
Hu, Jun [1 ,2 ]
Wang, Yao [3 ]
Chen, Xi [4 ]
Chen, Zhong [5 ]
机构
[1] Northwest Univ, Sch Chem Engn, Xian 710069, Shaanxi, Peoples R China
[2] Youth Innovat Team Shaanxi Univ, Xian 710069, Shaanxi, Peoples R China
[3] Sichuan Univ, Engn Res Ctr Alternat Energy Mat & Devices, Minist Educ, Chengdu 610065, Sichuan, Peoples R China
[4] Columbia Univ, Earth Engn Ctr, Ctr Adv Mat Energy & Environm, Dept Earth & Environm Engn, New York, NY 10027 USA
[5] Nanyang Technol Univ, Sch Mat Sci & Engn, Singapore 639798, Singapore
来源
JOURNAL OF ENERGY CHEMISTRY | 2023年 / 82卷
基金
中国国家自然科学基金;
关键词
Design of ion-doped catalyst; Symbolic regression; Density functional theory calculation; Hydrogen evolution reaction; TRANSITION-METAL DICHALCOGENIDES; HOLLOW POLYHEDRON; EFFICIENT; ELECTROCATALYSTS; CATALYST; NI;
D O I
10.1016/j.jechem.2023.03.043
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
Rational design of high-performance electrocatalysts for hydrogen evolution reaction (HER) is vital for future renewable energy systems. The incorporation of foreign metal ions into catalysts can be an effective approach to optimize its performance. However, there is a lack of systematic theoretical studies to reveal the quantitative relationships at the electronic level. Here, we develop a multi-level screening methodology to search for highly stable and active dopants for CoP catalysts. The density functional theory (DFT) calculations and symbolic regression (SR) were performed to investigate the relationship between the adsorption free energy (Delta G(H*)) and 10 electronic parameters. The mathematic formulas derived from SR indicate that the difference of work function (Delta phi) between doped metal and the acceptor plays the most important role in regulating Delta G(H*), followed by the d-band center (d-BC) of doped sysptem. The descriptor of HER can be expressed as Delta G(H*) = 1.59 x root vertical bar 0.188 Delta phi + dBC + 0.1201 vertical bar - 0.166 with a high determination coefficient (R-2 = 0.807). Consistent with the theoretical prediction, experimental results show that the Al-CoP delivers superior electrocatalytic HER activity with a low overpotential of 75 mV to drive a current density of 10 mA cmz, while the overpotentials for undoped CoP, Mo-CoP, and V-CoP are 206, 134, and 83 mV, respectively. The current work proves that the Delta phi is the most significant regulatory parameter of Delta G(H*) for ion-doped electrocatalysts. This finding can drive the discovery of high-performance ion-doped electrocatalysts, which is crucial for electrocatalytic water splitting. (c) 2023 Science Press and Dalian Institute of Chemical Physics, Chinese Academy of Sciences. Published by ELSEVIER B.V. and Science Press. All rights reserved.
引用
收藏
页码:307 / 316
页数:10
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