CNN-Based Vortex Detection in Atomic 2D Bose Gases in the Presence of a Phononic Background
Machine Learning: Science and Technology IOP Publishing (2025)
Abstract:
<jats:title>Abstract</jats:title> <jats:p>Quantum vortices play a crucial role in both equilibrium and dynamical phenomena in two-dimensional (2D) superfluid systems. Experimental detection of these excitations in 2D ultracold atomic gases typically involves examining density depletions in absorption images, however the presence of a significant phononic background renders the problem challenging, beyond the capability of simple algorithms or the human eye. Here, we utilize a convolutional neural network (CNN) to detect vortices in the presence of strong long- and intermediate-length scale density modulations in finite-temperature 2D Bose gases. We train the model on datasets obtained from ab initio Monte Carlo simulations using the classical-field method for density and phase fluctuations, and Gross-Pitaevskii simulation of realistic expansion dynamics. We use the model to analyze experimental images and benchmark its performance by comparing the results to the matter-wave interferometric detection of vortices, confirming the observed scaling of vortex density across the Berezinskii-Kosterlitz-Thouless (BKT) critical point. The combination of a relevant simulation pipeline with machine-learning methods is a key development towards the comprehensive understanding of complex vortex-phonon dynamics in out-of-equilibrium 2D quantum systems.</jats:p>Single-photon large-momentum-transfer atom interferometry scheme for Sr or Yb atoms with application to determining the fine-structure constant
Physical Review A: Atomic, Molecular and Optical Physics American Physical Society 110:5 (2024) 053309
Abstract:
The leading experimental determinations of the fine-structure constant ๐ผ currently rely on atomic photon-recoil measurements from Ramsey-Bordรฉ atom interferometry with large-momentum transfer to provide an absolute mass measurement. We propose an experimental scheme for an intermediate-scale differential atom interferometer to measure the photon recoil of neutral atomic species with a single-photon optical clock transition. We calculate trajectories for our scheme that optimize the recoil phase while nullifying the undesired gravity-gradient phase by considering independently launching two clouds of ultracold atoms with the appropriate initial conditions. For Sr and Yb, we find an atom interferometer of height 3 m to be sufficient for an absolute mass measurement precision of ๐ฅโข๐/๐โผ1ร10โ11 with current technology. Such a precise measurement would halve the current uncertainty in ๐ผ โ an uncertainty that would no longer be limited by an absolute mass measurement. The removal of this limitation would allow the current uncertainty in ๐ผ to be reduced by a factor of 10 by corresponding improvements in relative mass measurements, thus paving the way for higher-precision tests of the standard model of particle physics.Robust design and performance of NPL Cs fountain clocks
Journal of Physics: Conference Series IOP Publishing 2889:1 (2024) 012020
Abstract:
We report on developments in the atomic fountain systems being built and operated at NPL. An improved generation of Cs fountains has been developed, with units being constructed for use by both NPL and commercial customers. These systems combine world-class stability and accuracy with increased reliability and can run for long periods of time without maintenance. Here we describe how the NPL fountains work, and present performance data for the latest systems. We describe some of the applications of these fountains, both in time scale implementation and fundamental science. We also present an overview of a miniature atomic fountain that is being developed, which will help make fountain technology accessible to a wider range of sectors.Observation of a Bilayer Superfluid with Interlayer Coherence
(2024)
CNN-Based Vortex Detection in Atomic 2D Bose Gases in the Presence of a Phononic Background
(2024)