Machine learning for electronically excited states of molecules

J Westermayr, P Marquetand - Chemical Reviews, 2020 - ACS Publications
Electronically excited states of molecules are at the heart of photochemistry, photophysics,
as well as photobiology and also play a role in material science. Their theoretical description …

Diabatic states of molecules

Y Shu, Z Varga, S Kanchanakungwankul… - The Journal of …, 2022 - ACS Publications
Quantitative simulations of electronically nonadiabatic molecular processes require both
accurate dynamics algorithms and accurate electronic structure information. Direct …

Machine learning and excited-state molecular dynamics

J Westermayr, P Marquetand - Machine Learning: Science and …, 2020 - iopscience.iop.org
Abstract Machine learning is employed at an increasing rate in the research field of quantum
chemistry. While the majority of approaches target the investigation of chemical systems in …

Fitting of Coupled Potential Energy Surfaces via Discovery of Companion Matrices by Machine Intelligence

Y Shu, Z Varga, AM Parameswaran… - Journal of Chemical …, 2024 - ACS Publications
Fitting coupled potential energy surfaces is a critical step in simulating electronically
nonadiabatic chemical reactions and energy transfer processes. Analytic representation of …

Permutationally restrained diabatization by machine intelligence

Y Shu, Z Varga… - Journal of Chemical …, 2021 - ACS Publications
Simulations of electronically nonadiabatic processes may employ either the adiabatic or
diabatic representation. Direct dynamics calculations are usually carried out in the adiabatic …

Fast and accurate excited states predictions: machine learning and diabatization

Š Sršeň, OA von Lilienfeld, P Slavíček - Physical Chemistry Chemical …, 2024 - pubs.rsc.org
The efficiency of machine learning algorithms for electronically excited states is far behind
ground-state applications. One of the underlying problems is the insufficient smoothness of …

[HTML][HTML] Direct diabatization and analytic representation of coupled potential energy surfaces and couplings for the reactive quenching of the excited 2Σ+ state of OH …

Y Shu, J Kryven… - The Journal of …, 2019 - pubs.aip.org
We have employed extended multiconfiguration quasidegenerate perturbation theory,
fourfold-way diabatic molecular orbitals, and configurational uniformity to develop a global …

Numerical Equivalence of Diabatic and Adiabatic Representations in Diatomic Molecules

RP Brady, C Drury, SN Yurchenko… - Journal of Chemical …, 2024 - ACS Publications
The (time-independent) Schrödinger equation for atomistic systems is solved by using the
adiabatic potential energy curves (PECs) and the associated adiabatic approximation. In …

Quasi-Diabatization Based on Minimizing Derivative Couplings in a Limited Configuration Space: Elimination of Boundary Condition Dependence

Z Li, C Zhang, Y Shen, L Wang - The Journal of Physical …, 2024 - ACS Publications
Due to the cuspidal ridges of adiabatic potential energy surfaces (PESs) and singularities of
nonadiabatic couplings (NACs), obtaining an analytical expression for the adiabatic …

Theoretical investigation of the A 1 Π–X 1 Σ+, B 1 Σ+–X 1 Σ+, C 1 Σ+–X 1 Σ+, and E 1 Π–X 1 Σ+ transitions of the CO molecule

M Khalil, S Mahmoud, RP Brady… - Physical Chemistry …, 2025 - pubs.rsc.org
The spectrum of carbon monoxide is important for astrophysical media, such as planetary
atmospheres, interstellar space, exoplanetary and stellar atmospheres; it also important in …