Machine learning and excited-state molecular dynamics

作者: Julia Westermayr , Philipp Marquetand

DOI: 10.1088/2632-2153/AB9C3E

关键词:

摘要: Machine learning is employed at an increasing rate in the research field of quantum chemistry. While majority approaches target investigation chemical systems their electronic ground state, inclusion light into processes leads to electronically excited states and gives rise several new challenges. Here, we survey recent advances for excited-state dynamics based on machine learning. In doing so, highlight successes, pitfalls, challenges future avenues light-induced molecular processes.

参考文章(293)
B. Cohen, C.E. Crespo-Hernández, P.M. Hare, B. Kohler, Chapter 90 - Ultrasfast excited-state dynamics in DNA and RNA polymers Femtochemistry and Femtobiology#R##N#Ultrafast Events in Molecular Science VIth International Conference on Femtochemistry Maison de la Chimie, Paris, France July 6–10, 2003. pp. 463- 470 ,(2004) , 10.1016/B978-044451656-5/50090-6
Tobias Brixner, Thomas Pfeifer, Gustav Gerber, Matthias Wollenhaupt, Thomas Baumert, Optimal Control of Atomic, Molecular and Electron Dynamics with Tailored Femtosecond Laser Pulses Femtosecond Laser Spectroscopy. pp. 225- 266 ,(2005) , 10.1007/0-387-23294-X_9
J. C. Scaiano, Nicholas J. Turro, V. Ramamurthy, Principles of Molecular Photochemistry: An Introduction ,(2008)
Peter Hannaford, Femtosecond laser spectroscopy Femtosecond Laser Spectroscopy. ,(2005) , 10.1007/B101192
Jörg Behler, Eckehard Schöll, Matthias Scheffler, Dissociation of oxygen molecules on the Al(111) surface Technische Universität Berlin. ,(2004) , 10.14279/DEPOSITONCE-858
Katja Hansen, Franziska Biegler, Raghunathan Ramakrishnan, Wiktor Pronobis, O. Anatole von Lilienfeld, Klaus-Robert Müller, Alexandre Tkatchenko, Machine Learning Predictions of Molecular Properties: Accurate Many-Body Potentials and Nonlocality in Chemical Space Journal of Physical Chemistry Letters. ,vol. 6, pp. 2326- 2331 ,(2015) , 10.1021/ACS.JPCLETT.5B00831
Michael D. Bertolucci, Daniel C. Harris, Symmetry and spectroscopy : an introduction to vibrational and electronic spectroscopy Dover Publications. ,(1989)
Matthias Rupp, Machine learning for quantum mechanics in a nutshell International Journal of Quantum Chemistry. ,vol. 115, pp. 1058- 1073 ,(2015) , 10.1002/QUA.24954