Measuring the melting curve of iron at super-Earth core conditions

RG Kraus, RJ Hemley, SJ Ali, JL Belof, LX Benedict… - Science, 2022 - science.org
The discovery of more than 4500 extrasolar planets has created a need for modeling their
interior structure and dynamics. Given the prominence of iron in planetary interiors, we …

Development of a multiphase beryllium equation of state and physics-based variations

CJ Wu, PC Myint, JE Pask, CJ Prisbrey… - The Journal of …, 2021 - ACS Publications
We construct a family of beryllium (Be) multiphase equation of state (EOS) models that
consists of a baseline (“optimal”) EOS and variations on the baseline to account for physics …

[HTML][HTML] Uncertainty quantification for a multi-phase carbon equation of state model

BA Lindquist, RB Jadrich - Journal of Applied Physics, 2022 - pubs.aip.org
Many physics models have tunable parameters that are calibrated by matching the model
output to experimental or calculated data. However, given that calibration data often contain …

[HTML][HTML] Neural network surrogate models for equations of state

KL Mentzer, JL Peterson - Physics of Plasmas, 2023 - pubs.aip.org
Equation of state (EOS) data provide necessary information for accurate multiphysics
modeling, which is necessary for fields such as inertial confinement fusion. Here, we …

[HTML][HTML] Learning thermodynamically constrained equations of state with uncertainty

H Sharma, JA Gaffney, D Tsapetis… - APL Machine Learning, 2024 - pubs.aip.org
Numerical simulations of high energy-density experiments require equation of state (EOS)
models that relate a material's thermodynamic state variables—specifically pressure …

[HTML][HTML] Uncertainty quantification for high explosive reactant and product equations of state

BA Lindquist, RB Jadrich, JE Heras Rivera… - Journal of Applied …, 2023 - pubs.aip.org
Equations of state (EOSs) are typically represented as physics-informed models with tunable
parameters that are adjusted to replicate calibration data as closely as possible. Uncertainty …

Constraining model uncertainty in plasma equation-of-state models with a physics-constrained Gaussian process

JA Gaffney, L Yang, S Ali - arxiv preprint arxiv:2207.00668, 2022 - arxiv.org
Equation-of-state (EOS) models underpin numerical simulations at the core of research in
high energy density physics, inertial confinement fusion, laboratory astrophysics, and …

Simultaneous inference of the compressibility and inelastic response of tantalum under extreme loading

WJ Schill, RA Austin, KL Schimdt, JL Brown… - Journal of Applied …, 2021 - pubs.aip.org
We study the deformation of tantalum under extreme loading conditions. Experimental
velocity data are drawn from both ramp loading experiments on Sandia's Z-machine and gas …

[HTML][HTML] Obtaining the equation of state for multiphase iron under Earth's core conditions using Bayesian statistics

R Wu, S **ang, Y Sun, Y **an, Y Luo… - Journal of Applied Physics, 2025 - pubs.aip.org
Iron is the primary constituent element of Earth's core, and its equation of state plays a
pivotal role in understanding the thermodynamic properties of the core. However …

Uncertainty quantified reactant and product equation of state for Composition B

RB Jadrich, BA Lindquist, JA Leiding… - AIP Conference …, 2023 - pubs.aip.org
Capturing the entirety of possible high explosive performance outcomes given limited
calibration data necessitates a full uncertainty quantification study. This is in contrast to the …