TY - GEN
T1 - Spectral Estimation of Weak Signals with Strong Interference via Modulo Sampling
AU - Ahmed, Shoaib
AU - Zeng, Cengcang
AU - Li, Hongbin
N1 - Publisher Copyright:
© 2025 IEEE.
PY - 2025
Y1 - 2025
N2 - This paper introduces a framework for spectral analysis of weak signals in the presence of strong interference that can potentially exceed the dynamic range of the analog-to-digital converter (ADC) employed for data acquisition. The framework combines modulo sampling to avoid ADC saturation with interference cancellation (IC) and adaptive spectral estimators such as amplitude and phase estimation of a sinusoid (APES) and Capon for high-resolution spectral analysis. Numerical simulations validate the proposed approach's ability to accurately recover weak signals' spectrum with significantly lower mean-squared error (MSE) in amplitude estimation compared to conventional methods in the considered scenarios. Notably, it is shown that APES and Capon are able to effectively reject the out-of-range interference and reveal weak spectral content, without requiring the interference cancellation step.
AB - This paper introduces a framework for spectral analysis of weak signals in the presence of strong interference that can potentially exceed the dynamic range of the analog-to-digital converter (ADC) employed for data acquisition. The framework combines modulo sampling to avoid ADC saturation with interference cancellation (IC) and adaptive spectral estimators such as amplitude and phase estimation of a sinusoid (APES) and Capon for high-resolution spectral analysis. Numerical simulations validate the proposed approach's ability to accurately recover weak signals' spectrum with significantly lower mean-squared error (MSE) in amplitude estimation compared to conventional methods in the considered scenarios. Notably, it is shown that APES and Capon are able to effectively reject the out-of-range interference and reveal weak spectral content, without requiring the interference cancellation step.
KW - adaptive spectral estimator
KW - ADC saturation
KW - modulo sampling
KW - strong interference
KW - Weak signal
UR - https://www.scopus.com/pages/publications/105002712354
UR - https://www.scopus.com/inward/citedby.url?scp=105002712354&partnerID=8YFLogxK
U2 - 10.1109/CISS64860.2025.10944673
DO - 10.1109/CISS64860.2025.10944673
M3 - Conference contribution
AN - SCOPUS:105002712354
T3 - 2025 59th Annual Conference on Information Sciences and Systems, CISS 2025
BT - 2025 59th Annual Conference on Information Sciences and Systems, CISS 2025
T2 - 59th Annual Conference on Information Sciences and Systems, CISS 2025
Y2 - 19 March 2025 through 21 March 2025
ER -