Stochastic and Mixed Density Functional Theory within the projector augmented wave formalism for the simulation of warm dense matter
About
Stochastic and mixed stochastic-deterministic density functional theory (DFT) are promising new approaches for the calculation of the equation-of-state and transport properties in materials under extreme conditions. In the intermediate warm dense matter regime, a state between correlated condensed matter and kinetic plasma, electrons can range from being highly localized around nuclei to delocalized over the whole simulation cell. The plane-wave basis pseudo-potential approach is thus the typical tool of choice for modeling such systems at the DFT level. Unfortunately, the stochastic DFT methods scale as the square of the maximum plane-wave energy in this basis. To reduce the effect of this scaling, and improve the overall description of the electrons within the pseudo-potential approximation, we present stochastic and mixed DFT developed and implemented within the projector augmented wave formalism. We compare results between the different DFT approaches for both single-point and molecular dynamics trajectories and present calculations of self-diffusion coefficients of solid density carbon from 1 to 50 eV.
Related benchmarks
| Task | Dataset | Result | Rank | |
|---|---|---|---|---|
| Radiology Report Generation | IU-Xray Findings generation v1.5 (Vicuna-7B) | ROUGE-L26.3 | 12 | |
| Radiology Report Generation | MIMIC-CXR Findings generation v1.5 (Vicuna-7B) | ROUGE-L23.5 | 12 | |
| Image Classification | VinDr-CXR (test) | AP (LO)12.7 | 10 | |
| Image Classification | RSNA-Pneumonia 5,337 images (test) | AP66.8 | 10 |