Combining spectral kurtosis with polarization alignment enables real-time RFI flagging in correlators, and RL-tuned mixed precision matches full precision within 1%.
Simulating Spectral Kurtosis Mitigation Against Realistic RFI Signals
1 Pith paper cite this work. Polarity classification is still indexing.
abstract
We investigate the effectiveness of the statistical radio frequency interference (RFI) mitigation technique spectral kurtosis (SK) in the face of simulated realistic RFI signals. SK estimates the kurtosis of a collection of M power values in a single channel and provides a detection metric that is able to discern between human-made RFI and incoherent astronomical signals of interest. We test the ability of SK to flag signals with various representative modulation types, data rates, duty cycles, and carrier frequencies. We flag with various accumulation lengths M and implement multi-scale SK, which combines information from adjacent time-frequency bins to mitigate weaknesses in single-scale \SK. We find that signals with significant sidelobe emission from high data rates are harder to flag, as well as signals with a 50% effective duty cycle and weak signal-to-noise ratios. Multi-scale SK with at least one extra channel can detect both the center channel and side-band interference, flagging greater than 90% as long as the bin channel width is wider in frequency than the RFI.
fields
astro-ph.IM 1years
2024 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
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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%.