Accurate and thermodynamically consistent hydrogen equation of state for planetary modeling with flow matching
- URL: http://arxiv.org/abs/2501.10594v1
- Date: Fri, 17 Jan 2025 22:56:35 GMT
- Title: Accurate and thermodynamically consistent hydrogen equation of state for planetary modeling with flow matching
- Authors: Hao Xie, Saburo Howard, Guglielmo Mazzola,
- Abstract summary: We investigate various aspects of entropy calculation for dense hydrogen based on ab initio molecular dynamics simulations.
We propose a reliable framework for constructing the hydrogen equation of state, which is accurate and thermodynamically consistent across a wide range of temperature and pressure conditions.
- Score: 2.6217304977339473
- License:
- Abstract: Accurate determination of the equation of state of dense hydrogen is essential for understanding gas giants. Currently, there is still no consensus on methods for calculating its entropy, which play a fundamental role and can result in qualitatively different predictions for Jupiter's interior. Here, we investigate various aspects of entropy calculation for dense hydrogen based on ab initio molecular dynamics simulations. Specifically, we employ the recently developed flow matching method to validate the accuracy of the traditional thermodynamic integration approach. We then clearly identify pitfalls in previous attempts and propose a reliable framework for constructing the hydrogen equation of state, which is accurate and thermodynamically consistent across a wide range of temperature and pressure conditions. This allows us to conclusively address the long-standing discrepancies in Jupiter's adiabat among earlier studies, demonstrating the potential of our approach for providing reliable equations of state of diverse materials.
Related papers
- Efficient mapping of phase diagrams with conditional Boltzmann Generators [4.437335677401287]
We develop deep generative machine learning models based on the Boltzmann Generator approach for entire phase diagrams.
By training a single normalizing flow to transform the equilibrium distribution sampled at only one reference thermodynamic state to a wide range of target temperatures and pressures, we can efficiently generate equilibrium samples.
We demonstrate our approach by predicting the solid-liquid coexistence line for a Lennard-Jones system in excellent agreement with state-of-the-art free energy methods.
arXiv Detail & Related papers (2024-06-18T08:05:04Z) - Analytic thermodynamic properties of the Lieb-Liniger gas [0.0]
We present a review on the state-of-the-art of the approximate analytic approaches describing the finite-temperature thermodynamic quantities of the Lieb-Liniger model of the 1D Bose gas.
This paradigmatic model of quantum many-body-theory plays an important role in many areas of physics.
arXiv Detail & Related papers (2024-04-09T07:50:05Z) - Deep Variational Free Energy Approach to Dense Hydrogen [16.67522927286118]
We develop a deep generative model-based variational free energy approach to the equations of state of dense hydrogen.
Direct access to the entropy and free energy of dense hydrogen opens new opportunities in planetary modeling and high-pressure physics research.
arXiv Detail & Related papers (2022-09-13T15:47:21Z) - Gauge Quantum Thermodynamics of Time-local non-Markovian Evolutions [77.34726150561087]
We deal with a generic time-local non-Markovian master equation.
We define current and power to be process-dependent as in classical thermodynamics.
Applying the theory to quantum thermal engines, we show that gauge transformations can change the machine efficiency.
arXiv Detail & Related papers (2022-04-06T17:59:15Z) - Maximum entropy quantum state distributions [58.720142291102135]
We go beyond traditional thermodynamics and condition on the full distribution of the conserved quantities.
The result are quantum state distributions whose deviations from thermal states' get more pronounced in the limit of wide input distributions.
arXiv Detail & Related papers (2022-03-23T17:42:34Z) - Uhlmann Fidelity and Fidelity Susceptibility for Integrable Spin Chains
at Finite Temperature: Exact Results [68.8204255655161]
We show that the proper inclusion of the odd parity subspace leads to the enhancement of maximal fidelity susceptibility in the intermediate range of temperatures.
The correct low-temperature behavior is captured by an approximation involving the two lowest many-body energy eigenstates.
arXiv Detail & Related papers (2021-05-11T14:08:02Z) - Taking the temperature of a pure quantum state [55.41644538483948]
Temperature is a deceptively simple concept that still raises deep questions at the forefront of quantum physics research.
We propose a scheme to measure the temperature of such pure states through quantum interference.
arXiv Detail & Related papers (2021-03-30T18:18:37Z) - Analog cosmological reheating in an ultracold Bose gas [58.720142291102135]
We quantum-simulate the reheating-like dynamics of a generic cosmological single-field model in an ultracold Bose gas.
Expanding spacetime as well as the background oscillating inflaton field are mimicked in the non-relativistic limit.
The proposed experiment has the potential of exploring the evolution up to late times even beyond the weak coupling regime.
arXiv Detail & Related papers (2020-08-05T18:00:26Z) - Probing eigenstate thermalization in quantum simulators via
fluctuation-dissipation relations [77.34726150561087]
The eigenstate thermalization hypothesis (ETH) offers a universal mechanism for the approach to equilibrium of closed quantum many-body systems.
Here, we propose a theory-independent route to probe the full ETH in quantum simulators by observing the emergence of fluctuation-dissipation relations.
Our work presents a theory-independent way to characterize thermalization in quantum simulators and paves the way to quantum simulate condensed matter pump-probe experiments.
arXiv Detail & Related papers (2020-07-20T18:00:02Z) - In situ thermometry of a cold Fermi gas via dephasing impurities [0.0]
We show that the temperature of a non-interacting Fermi gas can be accurately inferred from the non-equilibrium dynamics of impurities immersed within it.
We also discover an intriguing trade-off between measurement time and thermometric precision that is controlled by the impurity-gas coupling.
arXiv Detail & Related papers (2020-04-06T18:02:51Z) - Unveiling the Finite Temperature Physics of Hydrogen Chains via
Auxiliary Field Quantum Monte Carlo [14.960482485330685]
We reveal the finite temperature physics of periodic hydrogen chains.
We identify signatures of the Pomeranchuk effect in hydrogen chains for the first time.
Our efforts shed light on the further theoretical developments that will be required to construct the phase diagrams of the more complex transition metal, lanthanide, and actinide solids.
arXiv Detail & Related papers (2020-04-02T18:00:02Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.