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 …

Spin-vibronic mechanism for intersystem crossing

TJ Penfold, E Gindensperger, C Daniel… - Chemical …, 2018 - ACS Publications
Intersystem crossing (ISC), formally forbidden within nonrelativistic quantum theory, is the
mechanism by which a molecule changes its spin state. It plays an important role in the …

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 …

Excited state non-adiabatic dynamics of large photoswitchable molecules using a chemically transferable machine learning potential

S Axelrod, E Shakhnovich… - Nature …, 2022 - nature.com
Light-induced chemical processes are ubiquitous in nature and have widespread
technological applications. For example, photoisomerization can allow a drug with a photo …

Simulating coherent multidimensional spectroscopy of nonadiabatic molecular processes: From the infrared to the x-ray regime

M Kowalewski, BP Fingerhut, KE Dorfman… - Chemical …, 2017 - ACS Publications
Crossings of electronic potential energy surfaces in nuclear configuration space, known as
conical intersections, determine the rates and outcomes of a large class of photochemical …

High-fidelity first principles nonadiabaticity: Diabatization, analytic representation of global diabatic potential energy matrices, and quantum dynamics

Y Guan, C Xie, DR Yarkony, H Guo - Physical Chemistry Chemical …, 2021 - pubs.rsc.org
Nonadiabatic dynamics, which goes beyond the Born–Oppenheimer approximation, has
increasingly been shown to play an important role in chemical processes, particularly those …

Accurate nonadiabatic dynamics

H Guo, DR Yarkony - Physical Chemistry Chemical Physics, 2016 - pubs.rsc.org
This Perspective addresses the use of coupled diabatic potential energy surfaces (PESs)
together with rigorous quantum dynamics in full or reduced dimensional coordinate spaces …

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 …

A simple phase correction makes a big difference in nonadiabatic molecular dynamics

AV Akimov - The journal of physical chemistry letters, 2018 - ACS Publications
The outcomes of nonadiabatic molecular dynamics (NA-MD) calculations are modulated by
the parameters entering the time-dependent Schrödinger equation (TD-SE). The adiabatic …

Quantum dynamics of photodissociation: recent advances and challenges

S Han, C Xie, X Hu, DR Yarkony, H Guo… - The Journal of Physical …, 2023 - ACS Publications
Recent advances in constructing accurate potential energy surfaces and nonadiabatic
couplings from high-level ab initio data have revealed detailed potential landscapes in not …