Redundant interferometric calibration as a complex optimization problem
arXiv:1801.03249 · doi:10.1093/mnras/sty357
Abstract
Observations of the redshifted 21-cm line from the epoch of reionization have recently motivated the construction of low frequency radio arrays with highly redundant configurations. These configurations provide an alternative calibration strategy - "redundant calibration" - and boosts sensitivity on specific spatial scales. In this paper, we formulate calibration of redundant interferometric arrays as a complex optimization problem. We solve this optimization problem via the Levenberg-Marquardt algorithm. This calibration approach is more robust to initial conditions than current algorithms and, by leveraging an approximate matrix inversion, allows for further optimization and an efficient implementation ("redundant StEfCal"). We also investigated using the preconditioned conjugate gradient method as an alternative to the approximate matrix inverse, but found that its computational performance is not competitive with respect to "redundant StEfCal". The efficient implementation of this new algorithm is made publicly available.
11 pages, 7 figures, MNRAS accepted
References in corpus (17)
- Hydrogen Epoch of Reionization Array (HERA)
- The Evolution of the Intergalactic Medium
- Revisiting the radio interferometer measurement equation. I. A full-sky Jones formalism
- Canadian Hydrogen Intensity Mapping Experiment (CHIME) Pathfinder
- Radio interferometric gain calibration as a complex optimization problem
- Calibration Requirements for Detecting the 21 cm Epoch of Reionization Power Spectrum and Implications for the SKA
- Real-Time Calibration of the Murchison Widefield Array
- HIRAX: A Probe of Dark Energy and Radio Transients
- Characterizing Foreground for redshifted 21-cm radiation: 150 MHz GMRT observations
- The Impact of Modeling Errors on Interferometer Calibration for 21 cm Power Spectra
- MITEoR: A Scalable Interferometer for Precision 21 cm Cosmology
- Redundant Array Configurations for 21 cm Cosmology
- Fast gain calibration in radio astronomy using alternating direction implicit methods: Analysis and applications
- Polarized Redundant-Baseline Calibration for 21 cm Cosmology Without Adding Spectral Structure
- The 21-cm Line as a Probe of Reionization
- Calibration of Quasi-Redundant Interferometers
- Generalized Conjugate Gradient Methods for Regularized Convex Quadratic Programming with Finite Convergence
Cited by in corpus (6)
- Data Analysis for Precision 21 cm Cosmology
- Fundamental Limitations on the Calibration of Redundant 21 cm Cosmology Instruments and Implications for HERA and the SKA
- Redundant-Baseline Calibration of the Hydrogen Epoch of Reionization Array
- A Unified Calibration Framework for 21 cm Cosmology
- Foreground modelling via Gaussian process regression: an application to HERA data
- Delay-Weighted Calibration: Precision Calibration for 21 cm Cosmology with Resilience to Sky Model Error