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Quantum dynamics using path integral coarse-graining

delete2022-11-09
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OA
AI
F
Félix Musil
I
Iryna Zaporozhets
F
Frank Noé
C
Cecilia Clementi
V
Venkat Kapil *
DOI:10.1063/5.0120386delete
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Abstract

Abstract

En 中文
The vibrational spectra of condensed and gas-phase systems are influenced by thequantum-mechanical behavior of light nuclei. Full-dimensional simulations of approximate quantum dynamics are possible thanks to the imaginary time path-integral (PI) formulation of quantum statistical mechanics, albeit at a high computational cost which increases sharply with decreasing temperature. By leveraging advances in machine-learned coarse-graining, we develop a PI method with the reduced computational cost of a classical simulation. We also propose a simple temperature elevation scheme to significantly attenuate the artifacts of standard PI approaches as well as eliminate the unfavorable temperature scaling of the computational cost. We illustrate the approach, by calculating vibrational spectra using standard models of water molecules and bulk water, demonstrating significant computational savings and dramatically improved accuracy compared to more expensive reference approaches. Our simple, efficient, and accurate method has prospects for routine calculations of vibrational spectra for a wide range of molecular systems - with an explicit treatment of the quantum nature of nuclei.
Keywords:
STATISTICAL-MECHANICS
LIQUID WATER
NUCLEAR
SPECTROSCOPY
SPECTRUM
DIPOLE
POINT

Journal

Journal of Chemical Physics cover
Journal of Chemical Physics
IF:
3.1
Papers:
7.2W
Citations:
23.2W

Organization

F
Free University of Berlin
Scholars:
3.8W
Papers: 3.2W
Citations: 51
M
microsoft united kingdom
Scholars:
150
Papers: 121
Citations: 1