Effects and correction of angular momentum non-conservation in RNEMD for calculating thermal conductivity
Graphical abstract
Introduction
Molecular dynamics (MD) simulation is a powerful way to study nanoscale heat transport. Based on Newton’s law of motion and interatomic potentials, it traces trajectories of all atoms, providing a direct approach to study nanoscale heat conduction mechanisms. Molecular dynamics has been successfully applied to study thermal conductivities [1], [2], [3], [4], phonon mean free path [5], phonon modes [6], [7] and heat transport across interfaces [8], [9], [10]. There are two typical methods to simulate thermal properties, i.e., Equilibrium Molecular Dynamics (EMD) and Non-Equilibrium Molecular Dynamics (NEMD). In EMD, the Green-Kubo method is commonly used to compute thermal conductivity from the heat current autocorrelation function. It is based on the linear response theorem [11], hence valid in the linear regime but invalid in the nonlinear regime [12]. In addition, long simulation time is needed to get converged heat current autocorrelation function [13], [14]. In NEMD, the thermal conductivity is computed directly from Fourier’s law
This method requires a steady temperature gradient and heat current. One way is to establish the temperature gradient by keeping the heat source and heat sink at different temperatures by thermostats, like Berendsen [15], Nosé-Hoover [16], [17] and Langevin [18], [19] thermostats. Another typical way is Reverse Non-Equilibrium Molecular Dynamics (RNEMD) proposed by Müller-Plathe in 1997 [14], which introduces a heat flux between heat sink and heat source to motivate temperature gradient. It reverses the cause-and-effect relationship between heat flux and temperature gradient. The RNEMD method has been successfully used in various kinds of materials, such as silicon [20], grapheme [3], [21] and carbon nanotubes [1], [22], and was proved effective. Since the heat flux can be directly extracted from the algorithm, it greatly reduces the computation costs. Its convergence time is similar with other NEMD methods, much shorter than EMD.
The RNEMD method works as follows. For every several time steps, select hottest atoms in heat sink and coldest atoms in heat source, then swap their velocities. Since the velocity distributions in the slabs are wide enough, the hottest atoms in heat sink are expected to be hotter than the coldest atoms in heat source. This operation introduces a heat flux between the heat sink and the heat source, and finally reaches a stable state. By changing the frequency of swap operation and the number of atoms to be swapped, the heat flux applied to the system can be regulated. The heat flux in each swap operation is given by:where is the number of atoms swapped, is the mass of atom, is the velocity of hottest atom in heat sink, is the velocity of coldest atom in heat source. is the time interval between each swap operation. and are the size of system along direction and direction, respectively, assuming that the heat flux is along direction.
It is obvious that the total energy and momentum of the system are conserved in this algorithm, but the angular momentum is not conserved. Müller-Plathe guessed that this “should normally not be a problem” [14]. This is true since the angular momentum flux seems to be completely random in most cases. But no researches have investigated when the angular momentum flux will go nonrandom and its consequence. The influence of the angular momentum non-conversation in the simulations of heat conduction remains unclear.
Recently, using RNEMD, several researches reported a wave motion heat conduction mechanism at high heat flux in materials like carbon nanotubes [23], graphene [24], graphene nanoribbons [25] and hybrid graphene/silicene monolayers [26]. The wave motion transport mode is triggered at high heat flux and forms a wave-like temperature profile. It provides an additional channel of heat conduction and thus greatly increases thermal conductivity of these materials at high heat flux. In the view of phonons, a specific low frequency acoustic phonon mode is enhanced and goes ballistic, resulting in non-Fourier transport of heat. But unfortunately, this heat conduction mechanism was never demonstrated experimentally.
In this paper, we reveal that the wave motion heat conduction mode is just the consequence of the angular momentum non-conservation in RNEMD. The angular momentum introduced by RNEMD is found to regularly fluctuate at the frequency of the wave motion. By analyzing the Pearson correlation coefficient () between the angular momentum flux and the center-of-mass (COM) velocity of slabs, a strong linear correlation () between these two factors at high heat flux confirms that the angular momentum flux introduced by RNEMD is the source of the wave motion heat conduction. Further, we present a correction to the original RNEMD method to eliminate the regular angular momentum flux and keep the angular momentum flux random at any heat flux.
Section snippets
Method
All the MD simulations in this paper are performed using the LAMMPS package [27]. Graphene is taken as a case study (silicon cases in Supplementary material). The computational system contains unit cells with 6400 carbon atoms as shown in Fig. 1. Periodic boundary conditions are employed in the in-plane directions. The time step in the whole simulation is set to 0.5 fs. The Tersoff potential [28] is used to describe the C–C interactions. It is a widely used many-body potential model for
Results of original RNEMD
Typical temperature profiles at a high heat flux of 1580 GW m−2 are presented in Fig. 2. The wave-like temperature profile is consistent with that in earlier researches [24]. As described in literature [23], [24], [25], the kinetic temperature, center-of-mass (COM) temperature, real temperature and center-of-mass velocity are defined asin which is the Boltzmann constant, is the number of
Improved RNEMD
To eliminate the bias in atom selection, we here suggest an improved RNEMD method. That is, select the hottest and coldest atoms in the center-of-mass (COM) frames of heat sink and heat source. The original RNEMD selects the hottest and coldest atoms by kinetic temperature, while our improved RNEMD selects by real temperature. The heat flux in each swap in the improved RNEMD is given bywhere is the velocity of the hottest atom in the heat sink
Conclusions
In this paper, we investigate the influence of angular momentum flux in RNEMD. At high heat fluxes, the angular momentum flux fluctuates regularly, resulting in an anomalous wave motion transport phenomenon. The regular fluctuation rises because the center-of-mass velocity is not concerned in hottest/coldest atom selection in the original RNEMD, and the angular momentum flux is related to the COM velocity of slabs. We evaluate the correlation using Pearson correlation coefficient, over 0.9 in
Declaration of Competing Interest
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
CRediT authorship contribution statement
Hong-Ao Yang: Conceptualization, Methodology, Software, Investigation, Validation, Formal analysis, Data curation, Visualization, Writing - original draft. Bing-Yang Cao: Methodology, Supervision, Project administration, Funding acquisition, Writing - review & editing.
Acknowledgments
The authors would like to thank Jin Wang and Ji-Hang Zou (Department of Engineering Mechanics, Tsinghua University) for useful discussion. This work is supported by the National Natural Science Foundation of China (Grant No. 51825601, 51676108).
Data availability
The raw data required to reproduce these findings are available to download from http://dx.doi.org/10.17632/433jx6h3mf.1. The processed data required to reproduce these findings are available to download from http://dx.doi.org/10.17632/433jx6h3mf.1.
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