Established and Emerging Computational Tools to Study Homogeneous Catalysis-From Quantum Mechanics to Machine Learning

被引:53
作者
Funes-Ardoiz, Ignacio [1 ]
Schoenebeck, Franziska [1 ]
机构
[1] Rhein Westfal TH Aachen, Inst Organ Chem, Landoltweg 1, D-52074 Aachen, Germany
来源
CHEM | 2020年 / 6卷 / 08期
关键词
MOLECULAR-DYNAMICS; FREE-ENERGY; DESIGN; MODELS; PD; BIFURCATIONS; OPTIMIZATION; PREDICTION; CHEMISTRY; RH;
D O I
10.1016/j.chempr.2020.07.008
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Computational chemistry has emerged as a powerful tool to gain insight on the molecular details of complex catalytic mechanisms-to uncover novel catalysis concepts or assist in the rational design of catalytic reactivities. Here, we summarize the state-of-the art computational approaches for the study of homogeneous catalysis from quantum chemistry to statistical andmachine learning analyses, discussing challenges, recent advances, and up-and-coming approaches in the field.
引用
收藏
页码:1904 / 1913
页数:10
相关论文
共 54 条
  • [1] Design and Optimization of Catalysts Based on Mechanistic Insights Derived from Quantum Chemical Reaction Modeling
    Ahn, Seihwan
    Hong, Mannkyu
    Sundararajan, Mahesh
    Ess, Daniel H.
    Baik, Mu-Hyun
    [J]. CHEMICAL REVIEWS, 2019, 119 (11) : 6509 - 6560
  • [2] Predicting reaction performance in C-N cross-coupling using machine learning
    Ahneman, Derek T.
    Estrada, Jesus G.
    Lin, Shishi
    Dreher, Spencer D.
    Doyle, Abigail G.
    [J]. SCIENCE, 2018, 360 (6385) : 186 - 190
  • [3] Robust design and optimization of retroaldol enzymes
    Althoff, Eric A.
    Wang, Ling
    Jiang, Lin
    Giger, Lars
    Lassila, Jonathan K.
    Wang, Zhizhi
    Smith, Matthew
    Hari, Sanjay
    Kast, Peter
    Herschlag, Daniel
    Hilvert, Donald
    Baker, David
    [J]. PROTEIN SCIENCE, 2012, 21 (05) : 717 - 726
  • [4] [Anonymous], 2019, CHEMRXIV, DOI [10.26434/chemrxiv.8864204.v5, DOI 10.26434/CHEMRXIV.8864204.V5]
  • [5] Arnaud CH, 2013, CHEM ENG NEWS, V91, P26
  • [6] GFN2-xTB-An Accurate and Broadly Parametrized Self-Consistent Tight-Binding Quantum Chemical Method with Multipole Electrostatics and Density-Dependent Dispersion Contributions
    Bannwarth, Christoph
    Ehlert, Sebastian
    Grimme, Stefan
    [J]. JOURNAL OF CHEMICAL THEORY AND COMPUTATION, 2019, 15 (03) : 1652 - 1671
  • [7] The importance of conformational search: a test case on the catalytic cycle of the Suzuki-Miyaura cross-coupling
    Besora, Maria
    Braga, Ataualpa A. C.
    Ujaque, Gregori
    Maseras, Feliu
    Lledos, Agusti
    [J]. THEORETICAL CHEMISTRY ACCOUNTS, 2011, 128 (4-6) : 639 - 646
  • [8] Extension of the D3 dispersion coefficient model
    Caldeweyher, Eike
    Bannwarth, Christoph
    Grimme, Stefan
    [J]. JOURNAL OF CHEMICAL PHYSICS, 2017, 147 (03)
  • [9] UNIFIED APPROACH FOR MOLECULAR-DYNAMICS AND DENSITY-FUNCTIONAL THEORY
    CAR, R
    PARRINELLO, M
    [J]. PHYSICAL REVIEW LETTERS, 1985, 55 (22) : 2471 - 2474
  • [10] Carpenter BK, 1998, ANGEW CHEM INT EDIT, V37, P3341, DOI 10.1002/(SICI)1521-3773(19981231)37:24<3340::AID-ANIE3340>3.0.CO