Towards reliable calculations of thermal rate constants: ring polymer molecular dynamics for the OH + HBr \(\to\) Br + H\(_2\)O reaction

We combined Moment Tensor Potential (MTP) and Ring Polymer Molecular Dynamics (RPMD) for calculating the thermal rate constants of the OH + HBr system. We used the active learning (AL) algorithm for constructing a training set during RPMD. We compared the obtained RPMD-AL-MTP rate constants with the...

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Veröffentlicht in:arXiv.org 2024-06
Hauptverfasser: Novikov, Ivan S, Makarov, Edgar M, Shapeev, Alexander V, Suleimanov, Yury V
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Makarov, Edgar M
Shapeev, Alexander V
Suleimanov, Yury V
description We combined Moment Tensor Potential (MTP) and Ring Polymer Molecular Dynamics (RPMD) for calculating the thermal rate constants of the OH + HBr system. We used the active learning (AL) algorithm for constructing a training set during RPMD. We compared the obtained RPMD-AL-MTP rate constants with the ones previously calculated using the quasi-classical trajectories (QCT) and the POTLIB potential energy surface, and with the experimental ones. We demonstrated that the RPMD rate constants were systematically closer to the experimental rate constants than the QCT ones at 200 K, 300 K, and 500 K.
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subjects Algorithms
Best practice
Chemical reactions
Electronic structure
Machine learning
Mathematical analysis
Molecular dynamics
Potential energy
Rate constants
Tensors
title Towards reliable calculations of thermal rate constants: ring polymer molecular dynamics for the OH + HBr \(\to\) Br + H\(_2\)O reaction
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