Revealing buried information: Statistical processing techniques for ultracold gas image analysis
arXiv:0905.1979 · doi:10.1103/PhysRevA.81.053601
Abstract
The techniques of principal and independent component analysis are applied to images of ultracold atoms. As an illustrative example, we present the use of these model-independent methods to rapidly determine the differential phase of a BEC interferometer from large sets of images of interference patterns. These techniques have been useful in the calibration of the experiment and in the investigation of phase randomization. The details of the algorithms are provided.
v2: Many changes made to answer reviewer comments and improve clarity. 29 pages, 9 figures v3: Small change to emphasize role of models in result interpretation. 29 pages, 9 figures
References in corpus (1)
Cited by in corpus (28)
- Multi-axis inertial sensing with long-time point source atom interferometry
- Excitation spectrum of a trapped dipolar supersolid and its experimental evidence
- Generalized hydrodynamics in strongly interacting 1D Bose gases
- Enhanced atom interferometer readout through the application of phase shear
- Observation of Dynamical Fermionization
- Improved detection of small atom numbers through image processing
- Quantum Test of the Equivalence Principle and Space-Time aboard the International Space Station
- Band and correlated insulators of cold fermions in a mesoscopic lattice
- The Fate of the Higgs Mode in a Trapped Dipolar Supersolid
- Multi-axis atom interferometer gyroscope with a single source of atoms
- Onset of a modulational instability in trapped dipolar Bose-Einstein condensates
- Quantum Gas Mixtures and Dual-Species Atom Interferometry in Space
- Emergence of isotropy and dynamic scaling in 2D wave turbulence in a homogeneous Bose gas
- Low-energy collective oscillations and Bogoliubov sound in an exciton-polariton condensate
- Imaging the collective excitations of an ultracold gas using statistical correlations
- Atomic population distribution in the output ports of cold-atom interferometers with optical splitting and recombination
- Effective statistical fringe removal algorithm for high-sensitivity imaging of ultracold atoms
- Analysis of a free oscillation atom interferometer
- Effect of trap anharmonicity on a free-oscillation atom interferometer
- Extraction and identification of noise patterns for ultracold atoms in an optical lattice
- Imaging cold atoms with shot-noise and diffraction limited holography
- Robust inertial sensing with point-source atom interferometry for interferograms spanning a partial period
- Study to improve the performance of interferometer with ultra-cold atoms
- Enhanced principle component method for fringe removal in cold atom images
- Revival of Raman Coherence of Trapped Atoms
- Beam Profiling with Noise Reduction From Computer Vision and Principal Component Analysis for the MAGIS-100 Experiment
- Local correlations reveal the superfluid to normal boundary in a trapped two-dimensional quantum gas
- Self-Bayesian Aberration Removal via Constraints for Ultracold Atom Microscopy