Time-Embedded Convolutional Neural Networks for Modeling Plasma Heat Transport
(2025)
A molecular dynamics framework coupled with smoothed particle hydrodynamics for quantum plasma simulations
Physical Review Research American Physical Society 7:2 (2025) 023286
Abstract:
We present a novel scheme for modelling quantum plasmas in the warm dense matter (WDM) regime via a hybrid smoothed particle hydrodynamic - molecular dynamic treatment, here referred to as ‘Bohm SPH’. This treatment is founded upon Bohm’s interpretation of quantum mechanics for partially degenerate fluids, does not apply the Born-Oppenheimer approximation, and is computationally tractable, capable of modelling dynamics over ionic timescales at electronic time resolution. Bohm SPH is also capable of modelling non-Gaussian electron wavefunctions. We present an overview of our methodology, validation tests of the single particle case including the hydrogen 1s wavefunction, and comparisons to simulations of a warm dense hydrogen system performed with wave packet molecular dynamics.Learning Heat Transport Kernels Using a Nonlocal Heat Transport Theory-Informed Neural Network
(2025)
Isostructural phase transition of Fe2O3 under laser shock compression
Physical Review Letters American Physical Society 134:17 (2025) 176102
Abstract:
We present in situ x-ray diffraction and velocity measurements of Fe2O3 under laser shock compression at pressures between 38–122 GPa. None of the high-pressure phases reported by static compression studies were observed. Instead, we observed an isostructural phase transition from 𝛼−Fe2O3 to a new 𝛼′−Fe2O3 phase at a pressure of 50–62 GPa. The 𝛼′−Fe2O3 phase differs from 𝛼−Fe2O3 by an 11% volume drop and a different unit cell compressibility. We further observed a two-wave structure in the velocity profile, which can be related to an intermediate regime where both 𝛼 and 𝛼′ phases coexist. Density functional theory calculations with a Hubbard parameter indicate that the observed unit cell volume drop can be associated with a spin transition following a magnetic collapse.Methods for energy dispersive x-ray spectroscopy with photon-counting and deconvolution techniques
Journal of Applied Physics American Institute of Physics 137 (2025) 134501