Design and Analysis of Compressed Sensing Radar Detectors

  title={Design and Analysis of Compressed Sensing Radar Detectors},
  author={Laura Anitori and Arian Maleki and Matern Otten and Richard G. Baraniuk and Peter Hoogeboom},
  journal={IEEE Transactions on Signal Processing},
We consider the problem of target detection from a set of Compressed Sensing (CS) radar measurements corrupted by additive white Gaussian noise. We propose two novel architectures and compare their performance by means of Receiver Operating Characteristic (ROC) curves. Using asymptotic arguments and the Complex Approximate Message Passing (CAMP) algorithm, we characterize the statistics of the ℓ1-norm reconstruction error and derive closed form expressions for both the detection and false alarm… CONTINUE READING
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Improved bounds for restricted isometry constants for Gaussian matrices

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  • SIAM J. Matrix Anal., vol. 31, no. 5, pp. 2882…
  • 2010
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