Accelerated ab-initio Molecular Dynamics: probing the weak dispersive forces in dense liquid hydrogen
Sandro Sorella, Guglielmo Mazzola

TL;DR
This paper introduces a novel accelerated ab-initio molecular dynamics method that significantly reduces simulation autocorrelation times, enabling detailed study of dense liquid hydrogen and its phase transitions.
Contribution
The authors develop a new Langevin dynamics-based approach with a position-dependent acceleration matrix, improving simulation efficiency for quantum and classical particles.
Findings
The method allows equilibration in a few hundred steps near phase transitions.
Results suggest long-range dispersive forces influence the liquid-liquid transition pressure.
Simulations extend beyond previous autocorrelation time limitations.
Abstract
We propose an ab-initio molecular dynamics method, capable to reduce dramatically the autocorrelation time required for the simulation of classical and quantum particles at finite temperature. The method is based on an efficient implementation of a first order Langevin dynamics modified by means of a suitable, position dependent acceleration matrix . Here we apply this technique, within a Quantum Monte Carlo (QMC) based wavefuntion approach and within the Born-Oppheneimer approximation, for determining the phase diagram of high-pressure Hydrogen with simulations much longer than the autocorrelation time. With the proposed method, we are able to equilibrate in few hundreds steps even close to the liquid-liquid phase transition (LLT). Within our approach we find that the LLT transition is consistent with recent density functionals predicting a much larger transition pressures when…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
