Combining machine learning and computational chemistry for predictive insights into chemical systems
Machine learning models are poised to make a transformative impact on chemical sciences
by dramatically accelerating computational algorithms and amplifying insights available from …
by dramatically accelerating computational algorithms and amplifying insights available from …
Orbital-free density functional theory: An attractive electronic structure method for large-scale first-principles simulations
Kohn–Sham Density Functional Theory (KSDFT) is the most widely used electronic structure
method in chemistry, physics, and materials science, with thousands of calculations cited …
method in chemistry, physics, and materials science, with thousands of calculations cited …
Orbital-free density functional theory for materials research
WC Witt, BG Del Rio, JM Dieterich… - Journal of Materials …, 2018 - cambridge.org
Orbital-free density functional theory (OFDFT) is both grounded in quantum physics and
suitable for direct simulation of thousands of atoms. This article describes the application of …
suitable for direct simulation of thousands of atoms. This article describes the application of …
Overcoming the barrier of orbital-free density functional theory for molecular systems using deep learning
Orbital-free density functional theory (OFDFT) is a quantum chemistry formulation that has a
lower cost scaling than the prevailing Kohn–Sham DFT, which is increasingly desired for …
lower cost scaling than the prevailing Kohn–Sham DFT, which is increasingly desired for …
The analysis of electron densities: from basics to emergent applications
The electron density determines all properties of a system of nuclei and electrons. It is both
computable and observable. Its topology allows gaining insight into the mechanisms of …
computable and observable. Its topology allows gaining insight into the mechanisms of …
Frontiers in the simulation of dislocations
Dislocations play a vital role in the mechanical behavior of crystalline materials during
deformation. To capture dislocation phenomena across all relevant scales, a multiscale …
deformation. To capture dislocation phenomena across all relevant scales, a multiscale …
Nonlocal pseudopotential energy density functional for orbital-free density functional theory
Orbital-free density functional theory (OF-DFT) is an electronic structure method with a low
computational cost that scales linearly with the number of simulated atoms, making it …
computational cost that scales linearly with the number of simulated atoms, making it …
Hybrid density-potential functional theory of electric double layers
J Huang - Electrochimica Acta, 2021 - Elsevier
We present a field theoretic derivation for the free energy of the electrolyte solution. A
reference system is introduced to describe non-electrostatic interactions, notably hard …
reference system is introduced to describe non-electrostatic interactions, notably hard …
Chemical transformations and transport phenomena at interfaces
Interfaces, the boundary that separates two or more chemical compositions and/or phases of
matter, alters basic chemical and physical properties including the thermodynamics of …
matter, alters basic chemical and physical properties including the thermodynamics of …
[HTML][HTML] Nonlocal kinetic energy functionals by functional integration
Since the seminal studies of Thomas and Fermi, researchers in the Density-Functional
Theory (DFT) community are searching for accurate electron density functionals. Arguably …
Theory (DFT) community are searching for accurate electron density functionals. Arguably …