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[期刊论文]

Generalized Analog-to-Information Converter With Analysis Sparse Prior

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author:

Qian, Hui (Qian, Hui.) [1] (Scholars:钱慧) | Song, Xinxin (Song, Xinxin.) [2] | Li, Dengji (Li, Dengji.) [3] | Unfold

Indexed by:

EI SCIE

Abstract:

Conventional analog-to-information converter (AIC) frameworks employ a discrete-time synthesis sparse model to deal with analog signals, which, however, induces a challenging basis mismatch problem. In this paper, we propose a novel AIC framework, called generalized AIC (G-AIC), to tackle this issue. In the new method, an analysis sparse model is taken, for the first time, as the prior information of analog signals being sampled at sub-Nyquist rate. Through the joint optimization for the discretization operator and its analysis sparse operator, the C-AIC removes the model error between an analog signal and its equivalent discrete samples. To validate the C-AIC framework, we design a single channel G-AIC system based on switched-capacitor (SC) circuits. The circuit design is presented at the theoretical-level, the system-level, and the transistor-level. Numerical simulations demonstrate the C-AIC system can well restore an analog signal from its sub-Nyquist measurements, even though its sparse basis is unknown. Compared with two state-of-the-art AIC systems, the new design can achieve at least 2d B reconstruction gain. In brief, the proposed method provides a promising alternative to exploit analog signals in sub-Nyquist sampling systems.

Keyword:

alternating direction method of multipliers (ADMM) analog-to-information converter (AIC) Compressed sensing (CS) generalized sampling (GS) random demodulation (RD)

Community:

  • [ 1 ] [Qian, Hui]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 2 ] [Song, Xinxin]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 3 ] [Li, Dengji]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 4 ] [Wang, Zhongfeng]Nanjing Univ, Sch Elect Sci & Engn, Nanjing 210023, Peoples R China

Reprint 's Address:

  • 钱慧

    [Qian, Hui]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350108, Peoples R China;;[Wang, Zhongfeng]Nanjing Univ, Sch Elect Sci & Engn, Nanjing 210023, Peoples R China

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Source :

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS

ISSN: 1549-8328

Year: 2021

Issue: 9

Volume: 68

Page: 3574-3586

4 . 1 4

JCR@2021

5 . 2 0 0

JCR@2023

ESI Discipline: ENGINEERING;

ESI HC Threshold:105

JCR Journal Grade:2

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count: 5

SCOPUS Cited Count: 5

30 Days PV: 0

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