Computational screening of O-functional MXenes for electrocatalytic ammonia

被引:15
作者
Gao, Yijing [1 ,2 ,3 ]
Zhang, Shijie [2 ]
Sun, Xiang [2 ]
Zhao, Wei [2 ]
Zhuo, Han [2 ]
Zhuang, Guilin [2 ]
Wang, Shibin [2 ]
Yao, Zihao [2 ]
Deng, Shengwei [2 ]
Zhong, Xing [2 ]
Wei, Zhongzhe [2 ]
Wang, Jian-guo [2 ]
机构
[1] Zhejiang Normal Univ, Inst Adv Fluorine Containing Mat, Zhejiang Engn Lab Green Syntheses & Applicat Fluo, Containing Specialty Chem, Jinhua 321004, Zhejiang, Peoples R China
[2] Zhejiang Univ Technol, State Key Lab Breeding Base GreenChem Synth Techn, Coll Chem Engn, Inst Ind Catalysis, Hangzhou 310032, Zhejiang, Peoples R China
[3] Zhejiang Normal Univ, Inst Phys Chem, Key Lab Minist Educ Adv Catalysis Mat, Jinhua 321004, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
Electrocatalytic ammonia synthesis; O-functional MXenes; Density functional theory; Least absolute shrinkage and selection; operator regression; Gibbs free energy; TOTAL-ENERGY CALCULATIONS; OXYGEN REDUCTION; CO OXIDATION; CATALYSTS; CHEMISORPTION; PERFORMANCE; DESCRIPTOR; DESIGN; MODEL;
D O I
10.1016/S1872-2067(21)64011-1
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
The nitrogen reduction reaction (NRR) using new and efficient electrocatalysts is a promising alternative to the traditional Haber-Bosch process. Nevertheless, it remains a challenge to design efficient catalysts with improved catalytic performance. Herein, various O-functional MXenes were investigated as NRR catalysts by a combination of density functional theory calculations and least absolute shrinkage and selection operator (LASSO) regression. Nb3C2OX has been regarded as a promising catalyst for the NRR because of its stability, activity, and selectivity. The potential-determining step is *NH2 hydrogenation to *NH3 with a limiting potential of ???0.45 V. Furthermore, via LASSO regression, the descriptors and equations fitting the relationship between the properties of O-functional MXenes and NRR activity have been proposed. This work not only provides a rational design strategy for catalysts but also provides machine learning data for further investigation. ?? 2022, Dalian Institute of Chemical Physics, Chinese Academy of Sciences. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:1860 / 1869
页数:10
相关论文
共 74 条
[1]   Guidelines for Synthesis and Processing of Two-Dimensional Titanium Carbide (Ti3C2TX MXene) [J].
Alhabeb, Mohamed ;
Maleski, Kathleen ;
Anasori, Babak ;
Lelyukh, Pavel ;
Clark, Leah ;
Sin, Saleesha ;
Gogotsi, Yury .
CHEMISTRY OF MATERIALS, 2017, 29 (18) :7633-7644
[2]   Promising prospects for 2D d2-d4 M3C2 transition metal carbides (MXenes) in N2 capture and conversion into ammonia [J].
Azofra, Luis Miguel ;
Li, Neng ;
MacFarlane, Douglas R. ;
Sun, Chenghua .
ENERGY & ENVIRONMENTAL SCIENCE, 2016, 9 (08) :2545-2549
[3]   PROJECTOR AUGMENTED-WAVE METHOD [J].
BLOCHL, PE .
PHYSICAL REVIEW B, 1994, 50 (24) :17953-17979
[4]   Finding optimal surface sites on heterogeneous catalysts by counting nearest neighbors [J].
Calle-Vallejo, Federico ;
Tymoczko, Jakub ;
Colic, Viktor ;
Vu, Quang Huy ;
Pohl, Marcus D. ;
Morgenstern, Karina ;
Loffreda, David ;
Sautet, Philippe ;
Schuhmann, Wolfgang ;
Bandarenka, Aliaksandr S. .
SCIENCE, 2015, 350 (6257) :185-189
[5]   Advances in Electrocatalytic N2 Reduction-Strategies to Tackle the Selectivity Challenge [J].
Chen, Gao-Feng ;
Ren, Shiyu ;
Zhang, Lili ;
Cheng, Hui ;
Luo, Yaru ;
Zhu, Kehan ;
Ding, Liang-Xin ;
Wang, Haihui .
SMALL METHODS, 2019, 3 (06)
[6]   Competing hydrogen evolution reaction: a challenge in electrocatalytic nitrogen fixation [J].
Chen, Jiangyue ;
Cheng, Hui ;
Ding, Liang-Xin ;
Wang, Haihui .
MATERIALS CHEMISTRY FRONTIERS, 2021, 5 (16) :5954-5969
[7]   An Overview on Noble Metal (Group VIII)-based Heterogeneous Electrocatalysts for Nitrogen Reduction Reaction [J].
Chen, Qianqian ;
Zhang, Xiaodong ;
Jin, Yuwei ;
Zhou, Xuemei ;
Yang, Zhi ;
Nie, Huagui .
CHEMISTRY-AN ASIAN JOURNAL, 2020, 15 (24) :4131-4152
[8]   Cu3-Cluster-Doped Monolayer Mo2CO2 (MXene) as an Electron Reservoir for Catalyzing a CO Oxidation Reaction [J].
Cheng, Cheng ;
Zhang, Xilin ;
Yang, Zongxian ;
Zhou, Zhen .
ACS APPLIED MATERIALS & INTERFACES, 2018, 10 (38) :32903-32912
[9]   Nanostructure of Cr2CO2 MXene Supported Single Metal Atom as an Efficient Bifunctional Electrocatalyst for Overall Water Splitting [J].
Cheng, Yuwen ;
Dai, Jianhong ;
Song, Yan ;
Zhang, Yumin .
ACS APPLIED ENERGY MATERIALS, 2019, 2 (09) :6851-6859
[10]   DENSITY-FUNCTIONAL THEORY - EXCITED-STATES AND SPIN ANNIHILATION [J].
CRAMER, CJ ;
DULLES, FJ ;
GIESEN, DJ ;
ALMLOF, J .
CHEMICAL PHYSICS LETTERS, 1995, 245 (2-3) :165-170