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 …

Ab initio nonadiabatic quantum molecular dynamics

BFE Curchod, TJ Martínez - Chemical reviews, 2018 - ACS Publications
The Born–Oppenheimer approximation underlies much of chemical simulation and provides
the framework defining the potential energy surfaces that are used for much of our pictorial …

Nonadiabatic dynamics: The SHARC approach

S Mai, P Marquetand, L González - Wiley Interdisciplinary …, 2018 - Wiley Online Library
We review the Surface Hop** including ARbitrary Couplings (SHARC) approach for
excited‐state nonadiabatic dynamics simulations. As a generalization of the popular surface …

The PYXAID program for non-adiabatic molecular dynamics in condensed matter systems

AV Akimov, OV Prezhdo - Journal of chemical theory and …, 2013 - ACS Publications
This work introduces the PYXAID program, developed for non-adiabatic molecular dynamics
simulations in condensed matter systems. By applying the classical path approximation to …

Theoretical insights into photoinduced charge transfer and catalysis at oxide interfaces

AV Akimov, AJ Neukirch, OV Prezhdo - Chemical reviews, 2013 - ACS Publications
As the world's population increases and substantial industrial growth continues, the energy
demands of society increase rapidly. Although the earth's oil, natural gas, and coal deposits …

A general method to describe intersystem crossing dynamics in trajectory surface hop**

S Mai, P Marquetand, L González - International Journal of …, 2015 - Wiley Online Library
Intersystem crossing is a radiationless process that can take place in a molecule irradiated
by UV‐Vis light, thereby playing an important role in many environmental, biological and …

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 …

An overview of nonadiabatic dynamics simulations methods, with focus on the direct approach versus the fitting of potential energy surfaces

M Persico, G Granucci - Theoretical Chemistry Accounts, 2014 - Springer
We review state-of-the-art nonadiabatic molecular dynamics methods, with focus on the
comparison of two general strategies: the “direct” one, in which the potential energy surfaces …

Trajectory‐based nonadiabatic dynamics with time‐dependent density functional theory

BFE Curchod, U Rothlisberger, I Tavernelli - ChemPhysChem, 2013 - Wiley Online Library
Understanding the fate of an electronically excited molecule constitutes an important task for
theoretical chemistry, and practical implications range from the interpretation of atto‐and …

Femtosecond intersystem crossing in the DNA nucleobase cytosine

M Richter, P Marquetand… - The journal of …, 2012 - ACS Publications
Ab initio molecular dynamics including nonadiabatic and spin–orbit couplings on equal
footing is used to unravel the deactivation of cytosine after UV light absorption. Intersystem …