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2
New Strategies for Direct Methane-to-Methanol Conversion from Active Learning Exploration of 16 Million Catalysts
Despite decades of effort, no earth-abundant homogeneous catalysts have been discovered that can selectively oxidize methane to …
Aditya Nandy
,
Chenru Duan
,
Conrad Goffinet
,
Heather J. Kulik
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DOI
ChemRxiv
Probing the mechanism of isonitrile formation by a non-heme iron(II)-dependent oxidase/decarboxylase
The isonitrile moiety is an electron-rich functionality that decorates various bioactive natural products isolated from diverse …
Antonio Del Rio Flores
,
David Kastner
,
Y. Du
,
Maanasa Narayanamoorthy
,
Y. Shen
,
Wenlong Cai
,
Vyshnavi Vennelakanti
,
N. A. Zill
,
L. B. Dell
,
Heather J. Kulik
,
Wenjun Zhang
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DOI
Representations and Strategies for Transferable Machine Learning Improve Model Performance in Chemical Discovery
Strategies for machine-learning (ML)-accelerated discovery that are general across material composition spaces are essential, but …
Daniel R. Harper
,
Aditya Nandy
,
Naveen Arunachalam
,
Chenru Duan
,
Jon Paul Janet
,
Heather J. Kulik
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DOI
arXiv
The Effect of Hartree-Fock Exchange on Scaling Relations and Reaction Energetics for C–H Activation Catalysts
High-throughput computational catalyst studies are typically carried out using density functional theory (DFT) with a single, …
Vyshnavi Vennelakanti
,
Aditya Nandy
,
Heather J. Kulik
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DOI
ChemRxiv
Understanding the chemical bonding of ground and excited states of HfO and HfB with correlated wavefunction theory and density functional approximations
Knowledge of the chemical bonding of HfO and HfB ground and low-lying electronic states provides essential insights into a range of …
Isuru Ariyarathna
,
Chenru Duan
,
Heather J. Kulik
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DOI
Advancing Discovery in Chemistry with Artificial Intelligence: From Reaction Outcomes to New Materials and Catalysts
Scientists have long benefitted from and contributed to the development of quantitative methods to reveal patterns in …
Heather J. Kulik
,
Matthew S. Sigman
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DOI
Molecular DFT+U: A Transferable, Low-Cost Approach to Eliminate Delocalization Error
While density functional theory (DFT) is widely applied for its combination of cost and accuracy, corrections (e.g., DFT+U) that …
Akash Bajaj
,
Heather J. Kulik
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DOI
arXiv
Protein Dynamics and Substrate Protonation State Mediate the Catalytic Action of Trans-4-Hydroxy-L-Proline Dehydratase
The enzyme trans-4-Hydroxy-L-proline (Hyp) dehydratase (HypD) is among the most abundant glycyl radical enzymes (GREs) in the healthy …
Zhongyue Yang
,
Heather J. Kulik
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DOI
ChemRxiv
Molecular basis of C-S bond cleavage in the glycyl radical enzyme isethionate sulfite-lyase
Desulfonation of isethionate by the bacterial glycyl radical enzyme (GRE) isethionate sulfite-lyase (IslA) generates sulfite, a …
Christopher D. Dawson
,
Stephania M. Irwin
,
Lindsey R. F. Backman
,
Chip Le
,
Jennifer X. Wang
,
Vyshnavi Vennelakanti
,
Zhongyue Yang
,
Heather J. Kulik
,
Catherine L. Drennan
,
Emily P. Balskus
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DOI
Navigating Transition-Metal Chemical Space: Artificial Intelligence for First-Principles Design
The variability of chemical bonding in open-shell transition-metal complexes not only motivates their study as functional materials and …
Jon Paul Janet
,
Chenru Duan
,
Aditya Nandy
,
Fang Liu
,
Heather J. Kulik
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DOI
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