Dynamics of Heterogeneous Catalytic Processes at Operando Conditions

被引:43
|
作者
Shi, Xiangcheng [1 ,2 ,3 ,4 ]
Lin, Xiaoyun [1 ,2 ]
Luo, Ran [1 ,2 ]
Wu, Shican [1 ,2 ]
Li, Lulu [1 ,2 ]
Zhao, Zhi-Jian [1 ,2 ]
Gong, Jinlong [1 ,2 ,3 ,4 ]
机构
[1] Tianjin Univ, Sch Chem Engn & Technol, Key Lab Green Chem Technol, Minist Educ, Tianjin 300072, Peoples R China
[2] Collaborat Innovat Ctr Chem Sci & Engn, Tianjin 300072, Peoples R China
[3] Tianjin Univ, Joint Sch Natl Univ Singapore, Int Campus, Fuzhou 350207, Peoples R China
[4] Tianjin Univ, Int Campus, Fuzhou 350207, Peoples R China
来源
JACS AU | 2021年 / 1卷 / 12期
基金
美国国家科学基金会;
关键词
Heterogeneous catalysis; Global optimization; Operando modeling; Ab initio molecular dynamics; Machine learning; ELECTROCHEMICAL CO2 REDUCTION; PARALLEL GENETIC ALGORITHM; INITIO MOLECULAR-DYNAMICS; FISCHER-TROPSCH SYNTHESIS; MACHINE-LEARNING-METHODS; FREE-ENERGY CALCULATIONS; COPPER SINGLE-CRYSTAL; IN-SITU SPECTROSCOPY; X-RAY-DIFFRACTION; GLOBAL OPTIMIZATION;
D O I
10.1021/jacsau.1c00355
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
The rational design of high-performance catalysts is hindered by the lack of knowledge of the structures of active sites and the reaction pathways under reaction conditions, which can be ideally addressed by an in situ/operando characterization. Besides the experimental insights, a theoretical investigation that simulates reaction conditions.so-called operando modeling.is necessary for a plausible understanding of a working catalyst system at the atomic scale. However, there is still a huge gap between the current widely used computational model and the concept of operando modeling, which should be achieved through multiscale computational modeling. This Perspective describes various modeling approaches and machine learning techniques that step toward operando modeling, followed by selected experimental examples that present an operando understanding in the thermo- and electrocatalytic processes. At last, the remaining challenges in this area are outlined.
引用
收藏
页码:2100 / 2120
页数:21
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