Revisiting Many-Body Interaction Heat Current and Thermal Conductivity Calculations Using the Moment Tensor Potential/LAMMPS Interface

The definition of heat current operator for systems for nonpairwise additive interactions and its impact on related lattice thermal conductivity (κ<sub><i>L</i></sub>) via molecular dynamics (MD) simulation are ambiguous and controversial when migrating from empirical potential models to machine learning potential (MLP) models. Herein, we study and compare the significance of many-body interaction with heat current computation in one of the most popular MLP models, the moment tensor potential (MTP). Nonequilibrium MD simulations and equilibrium MD simulations among four different materials were performed, and inconsistencies in energy conservation between the simulation thermostat and the pairwise calculator were found. A new virial stress tensor expression with a many-body heat current description was integrated inside the MTP, and we uncovered the influence of the modification that could alter the κ<sub><i>L</i></sub> results by 29-64% using the equilibrium MD computational approach. Our work demonstrates the importance of a many-body description during thermal analysis in MD simulations when MLPs are of concern.

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Publication Details

Journal
Journal of Chemical Theory and Computation
Published
2025-03-29
DOI
https://doi.org/10.1021/acs.jctc.4c01659
Citations
9
Primary Topic
Thermal properties of materials
Type
article
Field-Weighted Citation Impact
4.66

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article

Revisiting Many-Body Interaction Heat Current and Thermal Conductivity Calculations Using the Moment Tensor Potential/LAMMPS Interface

Ruihuan Cheng, Siu Ting Tai, Chen Wang, Yue Chen
9 citations
Journal of Chemical Theory and Computation
Thermal properties of materials
4.66
article

Revisiting Many-Body Interaction Heat Current and Thermal Conductivity Calculations Using the Moment Tensor Potential/LAMMPS Interface

Ruihuan Cheng, Siu Ting Tai, Chen Wang, Yue Chen
article en
9 citations

Abstract

The definition of heat current operator for systems for nonpairwise additive interactions and its impact on related lattice thermal conductivity (κ<sub><i>L</i></sub>) via molecular dynamics (MD) simulation are ambiguous and controversial when migrating from empirical potential models to machine learning potential (MLP) models. Herein, we study and compare the significance of many-body interaction with heat current computation in one of the most popular MLP models, the moment tensor potential (MTP). Nonequilibrium MD simulations and equilibrium MD simulations among four different materials were performed, and inconsistencies in energy conservation between the simulation thermostat and the pairwise calculator were found. A new virial stress tensor expression with a many-body heat current description was integrated inside the MTP, and we uncovered the influence of the modification that could alter the κ<sub><i>L</i></sub> results by 29-64% using the equilibrium MD computational approach. Our work demonstrates the importance of a many-body description during thermal analysis in MD simulations when MLPs are of concern.

Journal of Chemical Theory and ComputationVol. 21(7)
Shenzhen University (CN), University of Hong Kong (HK)
Research Grants Council, University Grants Committee
Affordable and clean energy
Openalex Percentile: Top 5%
Thermal properties of materials
4.66
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Revisiting Many-Body Interaction Heat Current and Thermal Conductivity Calculations Using the Moment Tensor Potential/LAMMPS Interface — Ruihuan Cheng, Siu Ting Tai, et al. · Journal of Chemical Theory and Computation (2025) | TGRS Research Map | TGRS