Unlimited Sampling From Theory to Practice: Fourier-Prony Recovery and Prototype ADC

Following the Unlimited Sampling strategy to alleviate the omnipresent dynamic range barrier, we study the problem of recovering a bandlimited signal from point-wise modulo samples, aiming to connect theoretical guarantees with hardware implementation considerations. Our starting point is a class of...

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Veröffentlicht in:IEEE transactions on signal processing 2022, Vol.70, p.1131-1141
Hauptverfasser: Bhandari, Ayush, Krahmer, Felix, Poskitt, Thomas
Format: Artikel
Sprache:eng
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Zusammenfassung:Following the Unlimited Sampling strategy to alleviate the omnipresent dynamic range barrier, we study the problem of recovering a bandlimited signal from point-wise modulo samples, aiming to connect theoretical guarantees with hardware implementation considerations. Our starting point is a class of non-idealities that we observe in prototyping an unlimited sampling based analog-to-digital converter. To address these non-idealities, we provide a new Fourier domain recovery algorithm. Our approach is validated both in theory and via extensive experiments on our prototype analog-to-digital converter, providing the first demonstration of unlimited sampling for data arising from real hardware, both for the current and previous approaches. Advantages of our algorithm include that it is agnostic to the modulo threshold and it can handle arbitrary folding times. We expect that the end-to-end realization studied in this paper will pave the path for exploring the unlimited sampling methodology in a number of real world applications.
ISSN:1053-587X
1941-0476
DOI:10.1109/TSP.2021.3113497