Computational discovery of transition-metal complexes: from high-throughput screening to machine learning

A Nandy, C Duan, MG Taylor, F Liu, AH Steeves… - Chemical …, 2021 - ACS Publications
Transition-metal complexes are attractive targets for the design of catalysts and functional
materials. The behavior of the metal–organic bond, while very tunable for achieving target …

Computational approach to molecular catalysis by 3d transition metals: challenges and opportunities

KD Vogiatzis, MV Polynski, JK Kirkland… - Chemical …, 2018 - ACS Publications
Computational chemistry provides a versatile toolbox for studying mechanistic details of
catalytic reactions and holds promise to deliver practical strategies to enable the rational in …

Selective methane oxidation to methanol on Cu-oxo dimers stabilized by zirconia nodes of an NU-1000 metal–organic framework

J Zheng, J Ye, MA Ortuño, JL Fulton… - Journal of the …, 2019 - ACS Publications
Mononuclear and dinuclear copper species were synthesized at the nodes of an NU-1000
metal–organic framework (MOF) via cation exchange and subsequent oxidation at 200° C in …

New strategies for direct methane-to-methanol conversion from active learning exploration of 16 million catalysts

A Nandy, C Duan, C Goffinet, HJ Kulik - Jacs Au, 2022 - ACS Publications
Despite decades of effort, no earth-abundant homogeneous catalysts have been discovered
that can selectively oxidize methane to methanol. We exploit active learning to …

Structure–activity relationships that identify metal–organic framework catalysts for methane activation

AS Rosen, JM Notestein, RQ Snurr - Acs Catalysis, 2019 - ACS Publications
In this work, we leverage advances in computational screening based on periodic density
functional theory (DFT) to study a diverse set of experimentally derived metal–organic …

Mechanistic insights into substrate positioning that distinguish non-heme Fe (II)/α-ketoglutarate-dependent halogenases and hydroxylases

DW Kastner, A Nandy, R Mehmood, HJ Kulik - ACS Catalysis, 2023 - ACS Publications
Non-heme iron halogenases and hydroxylases activate inert C–H bonds to selectively
catalyze the functionalization of diverse biological products under physiological conditions …

Understanding and Breaking Scaling Relations in Single-Site Catalysis: Methane to Methanol Conversion by FeIVO

TZH Gani, HJ Kulik - Acs Catalysis, 2018 - ACS Publications
Computational high-throughput screening is an essential tool for catalyst design, limited
primarily by the efficiency with which accurate predictions can be made. In bulk …

Metal–Organic Framework (MOF)‐based materials as heterogeneous catalysts for C− H bond activation

M Liu, J Wu, H Hou - Chemistry–A European Journal, 2019 - Wiley Online Library
Converting light hydrocarbons such as methane, ethane, propane, and cyclohexane into
value‐added chemicals and fuel products by means of direct C− H functionalization is an …

Using Computational Chemistry to Reveal Nature's Blueprints for Single-Site Catalysis of C–H Activation

A Nandy, H Adamji, DW Kastner, V Vennelakanti… - ACS …, 2022 - ACS Publications
The challenge of activating inert C–H bonds motivates a study of catalysts that draws from
what can be accomplished by natural enzymes and translates these advantageous features …

Beyond density functional theory: the multiconfigurational approach to model heterogeneous catalysis

CA Gaggioli, SJ Stoneburner, CJ Cramer… - ACS catalysis, 2019 - ACS Publications
Catalytic processes are crucially important for many practical chemical applications.
Heterogeneous catalysts are especially appealing because of their high stability and the …