Compressive Sensing (CS) opens up new perspectives for field reconstruction. Electromagnetic far field can be reconstructed by CS from a reduced number of samples when no prior knowledge of the radiating source is available with large probability as long as two constraints are satisfied, that is sparsity and incoherence. A set of representative numerical examples considering different sampling strategy and different recover algorithms is reported and discussed to demonstrate that when CS condition holds true, a perfect reconstruction with large probability is guaranteed.
The Sparsity and Incoherence in Compressive Sensing as Applied to Field Reconstruction / Li, B.; Salucci, M.; Rocca, P.; Ke, W.; Tang, W.. - STAMPA. - (2020), pp. 1-3. (Intervento presentato al convegno 14th European Conference on Antennas and Propagation, EuCAP 2020 tenutosi a Copenhagen nel 15th-20th March) [10.23919/EuCAP48036.2020.9135834].
The Sparsity and Incoherence in Compressive Sensing as Applied to Field Reconstruction
Salucci M.;Rocca P.;Tang W.
2020-01-01
Abstract
Compressive Sensing (CS) opens up new perspectives for field reconstruction. Electromagnetic far field can be reconstructed by CS from a reduced number of samples when no prior knowledge of the radiating source is available with large probability as long as two constraints are satisfied, that is sparsity and incoherence. A set of representative numerical examples considering different sampling strategy and different recover algorithms is reported and discussed to demonstrate that when CS condition holds true, a perfect reconstruction with large probability is guaranteed.File | Dimensione | Formato | |
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The Sparsity and Incoherence in Compressive Sensing as Applied to Field Reconstruction.pdf
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