Fluids and electrolytes under confinement in single-digit nanopores

NR Aluru, F Aydin, MZ Bazant, D Blankschtein… - Chemical …, 2023 - ACS Publications
Confined fluids and electrolyte solutions in nanopores exhibit rich and surprising physics
and chemistry that impact the mass transport and energy efficiency in many important …

Modeling non-adiabatic dynamics in nanoscale and condensed matter systems

OV Prezhdo - Accounts of Chemical Research, 2021 - ACS Publications
Conspectus Rapid, far-from-equilibrium processes involving excitation of electronic,
vibrational, spin, photon, topological, and other degrees of freedom form the basis of modern …

r2SCAN-3c: A “Swiss army knife” composite electronic-structure method

S Grimme, A Hansen, S Ehlert… - The Journal of Chemical …, 2021 - pubs.aip.org
The recently proposed r 2 SCAN meta-generalized-gradient approximation (mGGA) of
Furness and co-workers is used to construct an efficient composite electronic-structure …

Roadmap on machine learning in electronic structure

HJ Kulik, T Hammerschmidt, J Schmidt, S Botti… - Electronic …, 2022 - iopscience.iop.org
In recent years, we have been witnessing a paradigm shift in computational materials
science. In fact, traditional methods, mostly developed in the second half of the XXth century …

The modern mathematics of deep learning

J Berner, P Grohs, G Kutyniok… - arxiv preprint arxiv …, 2021 - cambridge.org
We describe the new field of the mathematical analysis of deep learning. This field emerged
around a list of research questions that were not answered within the classical framework of …

Many-body methods for surface chemistry come of age: Achieving consensus with experiments

BX Shi, A Zen, V Kapil, PR Nagy… - Journal of the …, 2023 - ACS Publications
The adsorption energy of a molecule onto the surface of a material underpins a wide array of
applications, spanning heterogeneous catalysis, gas storage, and many more. It is the key …

ωB97X-3c: A composite range-separated hybrid DFT method with a molecule-optimized polarized valence double-ζ basis set

M Müller, A Hansen, S Grimme - The Journal of Chemical Physics, 2023 - pubs.aip.org
A new composite density functional theory (DFT) method is presented. It is based on ωB97X-
V as one of the best-performing density functionals for the GMTKN55 thermochemistry …

Measurements as a roadblock to near-term practical quantum advantage in chemistry: Resource analysis

JF Gonthier, MD Radin, C Buda, EJ Doskocil… - Physical Review …, 2022 - APS
Recent advances in quantum computing devices have brought attention to hybrid quantum-
classical algorithms like the variational quantum eigensolver (VQE) as a potential route to …

[HTML][HTML] r2SCAN-D4: Dispersion corrected meta-generalized gradient approximation for general chemical applications

S Ehlert, U Huniar, J Ning, JW Furness, J Sun… - The Journal of …, 2021 - pubs.aip.org
We combine a regularized variant of the strongly constrained and appropriately normed
semilocal density functional [J. Sun, A. Ruzsinszky, and JP Perdew, Phys. Rev. Lett. 115 …

Combining Force Fields and Neural Networks for an Accurate Representation of Chemically Diverse Molecular Interactions

A Illarionov, S Sakipov, L Pereyaslavets… - Journal of the …, 2023 - ACS Publications
A key goal of molecular modeling is the accurate reproduction of the true quantum
mechanical potential energy of arbitrary molecular ensembles with a tractable classical …