Near-field imaging of local interference in radio interferometric data: Impact on the redshifted 21 cm power spectrum

Fuente: arXiv
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Autori principali: Munshi, S., Mertens, F. G., Koopmans, L. V. E., Mevius, M., Offringa, A. R., Semelin, B., Viou, C., Bracco, A., Brackenhoff, S. A., Ceccotti, E., Chege, J. K., Fialkov, A., Gao, L. Y., Ghara, R., Ghosh, S., Shaw, A. K., Zarka, P., Zaroubi, S., Cecconi, B., Corbel, S., Girard, J. N., Griessmeier, J. M., Konovalenko, O., Loh, A., Tokarsky, P., Ulyanov, O., Zakharenko, V.
Natura: Preprint
Pubblicazione: 2025
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author Munshi, S.
Mertens, F. G.
Koopmans, L. V. E.
Mevius, M.
Offringa, A. R.
Semelin, B.
Viou, C.
Bracco, A.
Brackenhoff, S. A.
Ceccotti, E.
Chege, J. K.
Fialkov, A.
Gao, L. Y.
Ghara, R.
Ghosh, S.
Shaw, A. K.
Zarka, P.
Zaroubi, S.
Cecconi, B.
Corbel, S.
Girard, J. N.
Griessmeier, J. M.
Konovalenko, O.
Loh, A.
Tokarsky, P.
Ulyanov, O.
Zakharenko, V.
author_facet Munshi, S.
Mertens, F. G.
Koopmans, L. V. E.
Mevius, M.
Offringa, A. R.
Semelin, B.
Viou, C.
Bracco, A.
Brackenhoff, S. A.
Ceccotti, E.
Chege, J. K.
Fialkov, A.
Gao, L. Y.
Ghara, R.
Ghosh, S.
Shaw, A. K.
Zarka, P.
Zaroubi, S.
Cecconi, B.
Corbel, S.
Girard, J. N.
Griessmeier, J. M.
Konovalenko, O.
Loh, A.
Tokarsky, P.
Ulyanov, O.
Zakharenko, V.
contents Radio-frequency interference (RFI) is a major systematic limitation in radio astronomy, particularly for science cases requiring high sensitivity, such as 21 cm cosmology. Traditionally, RFI is dealt with by identifying its signature in the dynamic spectra of visibility data and flagging strongly affected regions. However, for RFI sources that do not occupy narrow regions in the time-frequency space, such as persistent local RFI, modeling these sources could be essential to mitigating their impact. This paper introduces two methods for detecting and characterizing local RFI sources from radio interferometric visibilities: matched filtering and maximum a posteriori (MAP) imaging. These algorithms use the spherical wave equation to construct three-dimensional near-field image cubes of RFI intensity from the visibilities. The matched filter algorithm can generate normalized maps by cross-correlating the expected contributions from RFI sources with the observed visibilities, while the MAP method performs a regularized inversion of the visibility equation in the near field. We developed a full polarization simulation framework for RFI and demonstrated the methods on simulated observations of local RFI sources. The stability, speed, and errors introduced by these algorithms were investigated, and, as a demonstration, the algorithms were applied to a subset of NenuFAR observations to perform spatial, spectral, and temporal characterization of two local RFI sources. We used simulations to assess the impact of local RFI on images, the uv plane, and cylindrical power spectra, and to quantify the level of bias introduced by the algorithms in order to understand their implications for the estimated 21 cm power spectrum with radio interferometers. The near-field imaging and simulation codes are publicly available in the Python library nfis.
format Preprint
id arxiv_https___arxiv_org_abs_2503_21728
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Near-field imaging of local interference in radio interferometric data: Impact on the redshifted 21 cm power spectrum
Munshi, S.
Mertens, F. G.
Koopmans, L. V. E.
Mevius, M.
Offringa, A. R.
Semelin, B.
Viou, C.
Bracco, A.
Brackenhoff, S. A.
Ceccotti, E.
Chege, J. K.
Fialkov, A.
Gao, L. Y.
Ghara, R.
Ghosh, S.
Shaw, A. K.
Zarka, P.
Zaroubi, S.
Cecconi, B.
Corbel, S.
Girard, J. N.
Griessmeier, J. M.
Konovalenko, O.
Loh, A.
Tokarsky, P.
Ulyanov, O.
Zakharenko, V.
Instrumentation and Methods for Astrophysics
Cosmology and Nongalactic Astrophysics
Radio-frequency interference (RFI) is a major systematic limitation in radio astronomy, particularly for science cases requiring high sensitivity, such as 21 cm cosmology. Traditionally, RFI is dealt with by identifying its signature in the dynamic spectra of visibility data and flagging strongly affected regions. However, for RFI sources that do not occupy narrow regions in the time-frequency space, such as persistent local RFI, modeling these sources could be essential to mitigating their impact. This paper introduces two methods for detecting and characterizing local RFI sources from radio interferometric visibilities: matched filtering and maximum a posteriori (MAP) imaging. These algorithms use the spherical wave equation to construct three-dimensional near-field image cubes of RFI intensity from the visibilities. The matched filter algorithm can generate normalized maps by cross-correlating the expected contributions from RFI sources with the observed visibilities, while the MAP method performs a regularized inversion of the visibility equation in the near field. We developed a full polarization simulation framework for RFI and demonstrated the methods on simulated observations of local RFI sources. The stability, speed, and errors introduced by these algorithms were investigated, and, as a demonstration, the algorithms were applied to a subset of NenuFAR observations to perform spatial, spectral, and temporal characterization of two local RFI sources. We used simulations to assess the impact of local RFI on images, the uv plane, and cylindrical power spectra, and to quantify the level of bias introduced by the algorithms in order to understand their implications for the estimated 21 cm power spectrum with radio interferometers. The near-field imaging and simulation codes are publicly available in the Python library nfis.
title Near-field imaging of local interference in radio interferometric data: Impact on the redshifted 21 cm power spectrum
topic Instrumentation and Methods for Astrophysics
Cosmology and Nongalactic Astrophysics
url https://arxiv.org/abs/2503.21728