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

被引:44
作者
Bhandari, Ayush [1 ]
Krahmer, Felix [2 ]
Poskitt, Thomas [1 ]
机构
[1] Imperial Coll London, Dept Elect & Elect Engn, London SW7 2AZ, England
[2] Tech Univ Munich, Dept Math, Boltzmannstr 3, D-85748 Garching, Germany
关键词
Hardware; Prototypes; Signal processing algorithms; Image reconstruction; Discrete Fourier transforms; Sensors; Dynamic range; Analog-to-digital; modulo; non-linear recon- struction; Shannon sampling; Prony's method; super-resolution;
D O I
10.1109/TSP.2021.3113497
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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.
引用
收藏
页码:1131 / 1141
页数:11
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