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 …
as well as photobiology and also play a role in material science. Their theoretical description …
Spin-vibronic mechanism for intersystem crossing
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 …
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 …
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 …
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
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 …
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
Nonadiabatic dynamics, which goes beyond the Born–Oppenheimer approximation, has
increasingly been shown to play an important role in chemical processes, particularly those …
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 …
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 …
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 …
the parameters entering the time-dependent Schrödinger equation (TD-SE). The adiabatic …
Quantum dynamics of photodissociation: recent advances and challenges
Recent advances in constructing accurate potential energy surfaces and nonadiabatic
couplings from high-level ab initio data have revealed detailed potential landscapes in not …
couplings from high-level ab initio data have revealed detailed potential landscapes in not …