TY - JOUR
T1 - Radio Interferometric Imaging Under Satellite-induced ADC Saturation via Modulo Sampling
AU - Ahmed, Shoaib
AU - Zeng, Cengcang
AU - Li, Hongbin
N1 - Publisher Copyright:
© 2026. The Author(s). Published by IOP Publishing Ltd on behalf of the Astronomical Society of the Pacific (ASP). Original content from this work may be used under the terms of the https://creativecommons.org/licenses/by/4.0/. Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI.
PY - 2026/6
Y1 - 2026/6
N2 - Radio interferometric imaging is sensitive to front-end dynamic-range limitations as it relies on antenna visibilities formed from digitized samples. Under strong satellite interference, conventional finite-dynamic-range analog-to-digital converters (ADCs) used for digitization can saturate, introducing nonlinear distortion in the samples. The resulting bias in visibilities undermines interference cancellation, leading to severe imaging artefacts. To address these limitations, we develop a modulo-sampling-enabled interferometric imaging framework. Unlike conventional ADC, modulo sampling is a new data acquisition scheme that folds out-of-range signals into the dynamic range. Within this framework, imaging is carried out either through a reconstruction-based approach, which first reconstructs antenna-level observations from the modulo samples and then applies an ambiguity-correction step, or through a direct-imaging alternative that bypasses reconstruction and operates on differenced modulo samples. Interference is suppressed via visibility-domain eigen-subspace projection, and a temporal smoothing step compensates for projection-induced bias by exploiting the rapid variability of satellite interference. Simulations on synthetic and real Very Large Array data demonstrate that, in contrast to conventional sampling, which is severely affected by interference-induced saturation, the proposed modulo-enabled framework effectively avoids saturation-related imaging artefacts and enables reliable recovery of weak astronomical sources approaching the ideal imaging benchmark.
AB - Radio interferometric imaging is sensitive to front-end dynamic-range limitations as it relies on antenna visibilities formed from digitized samples. Under strong satellite interference, conventional finite-dynamic-range analog-to-digital converters (ADCs) used for digitization can saturate, introducing nonlinear distortion in the samples. The resulting bias in visibilities undermines interference cancellation, leading to severe imaging artefacts. To address these limitations, we develop a modulo-sampling-enabled interferometric imaging framework. Unlike conventional ADC, modulo sampling is a new data acquisition scheme that folds out-of-range signals into the dynamic range. Within this framework, imaging is carried out either through a reconstruction-based approach, which first reconstructs antenna-level observations from the modulo samples and then applies an ambiguity-correction step, or through a direct-imaging alternative that bypasses reconstruction and operates on differenced modulo samples. Interference is suppressed via visibility-domain eigen-subspace projection, and a temporal smoothing step compensates for projection-induced bias by exploiting the rapid variability of satellite interference. Simulations on synthetic and real Very Large Array data demonstrate that, in contrast to conventional sampling, which is severely affected by interference-induced saturation, the proposed modulo-enabled framework effectively avoids saturation-related imaging artefacts and enables reliable recovery of weak astronomical sources approaching the ideal imaging benchmark.
KW - Interferometry (808)
KW - Radio astronomy (1338)
KW - Radio interferometry (1346)
KW - Radio receivers (1355)
UR - https://www.scopus.com/pages/publications/105043522183
UR - https://www.scopus.com/pages/publications/105043522183#tab=citedBy
U2 - 10.1088/1538-3873/ae7b86
DO - 10.1088/1538-3873/ae7b86
M3 - Article
AN - SCOPUS:105043522183
SN - 0004-6280
VL - 138
JO - Publications of the Astronomical Society of the Pacific
JF - Publications of the Astronomical Society of the Pacific
IS - 6
M1 - 064514
ER -