Combining spectral kurtosis with polarization alignment enables real-time RFI flagging in correlators, and RL-tuned mixed precision matches full precision within 1%.
The Generalized Spectral Kurtosis Estimator
1 Pith paper cite this work. Polarity classification is still indexing.
abstract
Due to its conceptual simplicity and its proven effectiveness in real-time detection and removal of radio frequency interference (RFI) from radio astronomy data, the Spectral Kurtosis (SK) estimator is likely to become a standard tool of a new generation of radio telescopes. However, the SK estimator in its original form must be developed from instantaneous power spectral density (PSD) estimates, and hence cannot be employed as an RFI excision tool downstream of the data pipeline in existing instruments where any time averaging is performed. In this letter, we develop a generalized estimator with wider applicability for both instantaneous and averaged spectral data, which extends its practical use to a much larger pool of radio instruments.
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astro-ph.IM 1years
2024 1verdicts
CONDITIONAL 1representative citing papers
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Energy and polarization based on-line interference mitigation in radio interferometry
Combining spectral kurtosis with polarization alignment enables real-time RFI flagging in correlators, and RL-tuned mixed precision matches full precision within 1%.