Scinovex
article Open AccessTop 1% cited

High-Resolution Radar via Compressed Sensing

IEEE Transactions on Signal Processing · 2009 · Vol. 57(6) · pp. 2275–2284
M.A. HermanThomas Strohmer

Abstract

A stylized compressed sensing radar is proposed in which the time-frequency plane is discretized into an N times N grid. Assuming the number of targets K is small (i.e., K Lt N <sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">2</sup> ), then we can transmit a sufficiently ldquoincoherentrdquo pulse and employ the techniques of compressed sensing to reconstruct the target scene. A theoretical upper bound on the sparsity K is presented. Numerical simulations verify that even better performance can be achieved in practice. This novel-compressed sensing approach offers great potential for better resolution over classical radar.

Sparse and Compressive Sensing TechniquesMicrowave Imaging and Scattering AnalysisAdvanced SAR Imaging TechniquesCompressed sensingRadarComputer scienceAlgorithmPlane (geometry)DiscretizationUpper and lower boundsResolution (logic)Remote sensingGeology
Citations
1,030
FWCI
83.19
field-weighted impact
References
34
Percentile
100%
vs. same field & year
Citations per year
Cited by
Off-Grid Direction of Arrival Estimation Using Sparse Bayesian Inference
IEEE Transactions on Signal Processing · 2012 · 880 citations
Structured Compressed Sensing: From Theory to Applications
IEEE Transactions on Signal Processing · 2011 · 1,131 citations
Sensitivity to Basis Mismatch in Compressed Sensing
IEEE Transactions on Signal Processing · 2011 · 903 citations
References
Greed is Good: Algorithmic Results for Sparse Approximation
IEEE Transactions on Information Theory · 2004 · 3,667 citations
Compressed sensing
IEEE Transactions on Information Theory · 2006 · 22,859 citations
Citation Network

How this paper connects to the literature. Drag to explore, click any node to open that paper.