28 July 2024 to 3 August 2024
Europe/London timezone

Overcoming Ergodicity Problems of the HMC Method using Radial Updates

30 Jul 2024, 14:05
20m
Talk Applications Outside Particle Physics Applications outside particle physics

Speaker

Finn Temmen (Forschungszentrum Jülich)

Description

Despite its many advantages, the sensible application of the Hybrid Monte Carlo (HMC) method is often hindered by the presence of large - or even infinite - potential barriers. These potential barriers partition the configuration space into distinct sectors, which leads to ergodicity violations and biased measurements of observables.
In this work, we address this problem by augmenting the HMC method with a multiplicative Metropolis-Hastings update in a so-called "radial direction" of the fields, which enables jumps over the aforementioned potential barriers at comparably low computational cost. The effectiveness of this approach is demonstrated for the Hubbard model, formulated in a non-compact space by means of a continuous Hubbard-Stratonovich transformation. Our numerical results show that the radial updates successfully resolve the ergodicity violation, while simultaneously reducing autocorrelations.

Primary author

Finn Temmen (Forschungszentrum Jülich)

Co-authors

Prof. Anthony Kennedy (University of Edinburgh) Evan Berkowitz (Forschungszentrum Jülich) Johann Ostmeyer (Bonn University) Thomas Luu (Forschungszentrum Jülich / University of Bonn) Mr Xinhao Yu (University of Edinburgh)

Presentation materials