Thermal Transport by Electrons and Ions in Warm Dense Aluminum: A Combined Density Functional Theory and Deep Potential Study
arXiv:2009.08583 · doi:10.1063/5.0030123
Abstract
We propose an efficient scheme, which combines density functional theory (DFT) with deep potentials (DP), to systematically study the convergence issues of the computed electronic thermal conductivity of warm dense Al (2.7 g/cm, temperatures ranging from 0.5 to 5.0 eV) with respect to the number of -points, the number of atoms, the broadening parameter, the exchange-correlation functionals and the pseudopotentials. Furthermore, the ionic thermal conductivity is obtained by the Green-Kubo method in conjunction with DP molecular dynamics simulations, and we study the size effects in affecting the ionic thermal conductivity. This work demonstrates that the proposed method is efficient in evaluating both electronic and ionic thermal conductivities of materials.
References in corpus (19)
- Advanced capabilities for materials modelling with Quantum ESPRESSO
- Optimized norm-conserving Vanderbilt pseudopotentials
- Deep Potential Molecular Dynamics: a scalable model with the accuracy of quantum mechanics
- DeePMD-kit: A deep learning package for many-body potential energy representation and molecular dynamics
- Path Integral Monte Carlo Simulation of the Warm-Dense Homogeneous Electron Gas
- 86 PFLOPS Deep Potential Molecular Dynamics simulation of 100 million atoms with ab initio accuracy
- Thermophysical properties of warm dense hydrogen
- Jupiter models with improved ab initio hydrogen EOS (H-REOS.2)
- Ab initio simulation of warm dense matter
- Electronic transport coefficients from ab initio simulations and application to dense liquid hydrogen
- Silicon liquid structure and crystal nucleation from ab-initio deep Metadynamics
- End-to-end Symmetry Preserving Inter-atomic Potential Energy Model for Finite and Extended Systems
- Ab initio Green-Kubo Approach for the Thermal Conductivity of Solids
- Microscopic theory and quantum simulation of atomic heat transport
- Isotope Effects in Liquid Water via Deep Potential Molecular Dynamics
- Electron-ion scattering in dense multi-component plasmas: application to the outer crust of an accreting neutron star
- Transport and optical properties of warm dense aluminum in the two-temperature regime: Ab initio calculation and semiempirical approximation
- Pushing the limit of molecular dynamics with ab initio accuracy to 100 million atoms with machine learning
- Wide range equation of state for fluid hydrogen within density functional theory
Cited by in corpus (8)
- Deep Potentials for Materials Science
- Molecular dynamics simulations of heat transport using machine-learned potentials: A mini review and tutorial on GPUMD with neuroevolution potentials
- Modeling the High-Pressure Solid and Liquid Phases of Tin from Deep Potentials with ab initio Accuracy
- Combining stochastic density functional theory with deep potential molecular dynamics to study warm dense matter
- Electronic heat conductivity in a two-temperature state
- Transferable Interatomic Potentials for Aluminum from Ambient Conditions to Warm Dense Matter
- Plane-Wave-Based Stochastic-Deterministic Density Functional Theory for Extended Systems
- Lattice distortion tuning resistivity invar effect in high entropy alloys