eprintid: 639
rev_number: 11
eprint_status: archive
userid: 4
dir: disk0/00/00/06/39
datestamp: 2014-07-02 12:12:52
lastmod: 2018-02-27 09:20:49
status_changed: 2014-07-02 12:12:52
type: monograph
metadata_visibility: show
creators_name: Poli, L.
creators_name: Oliveri, G.
creators_name: Massa, A.
title: Sparse PEC Scatterers Retrieval by means of a Local Shape Function Bayesian Compressive Sensing Strategy
ispublished: pub
subjects: MCS
subjects: MEA
full_text_status: public
monograph_type: technical_report
keywords: Compressive Sensing, Inverse Scattering, Interval Analysis, Evolutionary Optimization
abstract: This report proposes an analysis on the dependence of the performances of the the local shape function multi-task Bayesian compressive sensing method on the number of scattering data when various measurement setups different from the optimal one have been considered, in order to show the effectiveness of the compressive sensing-based methodology when dealing with few data. Comparison with the single-task Bayesian compressive sensing implementation are also proposed.
date: 2012
publisher: University of Trento
referencetext: [1] L. Poli, G. Oliveri, and A. Massa, "Imaging sparse metallic cylinders through a Local Shape Function Bayesian Compressive Sensing approach," Journal of Optical Society of America A, vol. 30, no. 6, pp. 1261-1272, 2013.
[2] F. Viani, L. Poli, G. Oliveri, F. Robol, and A. Massa, "Sparse scatterers imaging through approximated multitask compressive sensing strategies," Microwave Opt. Technol. Lett., vol. 55, no. 7, pp. 1553-1558, Jul. 2013. 
[3] L. Poli, G. Oliveri, P. Rocca, and A. Massa, "Bayesian compressive sensing approaches for the reconstruction of two-dimensional sparse scatterers under TE illumination," IEEE Trans. Geosci. Remote Sensing, vol. 51, no. 5, pp. 2920-2936, May. 2013.
[4] L. Poli, G. Oliveri, and A. Massa, "Microwave imaging within the first-order Born approximation by means of the contrast-field Bayesian compressive sensing," IEEE Trans. Antennas Propag., vol. 60, no. 6, pp. 2865-2879, Jun. 2012.
[5] G. Oliveri, P. Rocca, and A. Massa, "A bayesian compressive sampling-based inversion for imaging sparse scatterers," IEEE Trans. Geosci. Remote Sensing, vol. 49, no. 10, pp. 3993-4006, Oct. 2011. 
[6] G. Oliveri, L. Poli, P. Rocca, and A. Massa, "Bayesian compressive optical imaging within the Rytov approximation," Optics Letters, vol. 37, no. 10, pp. 1760-1762, 2012.
[7] L. Poli, G. Oliveri, F. Viani, and A. Massa, "MT-BCS-based microwave imaging approach through minimum-norm current expansion," IEEE Trans. Antennas Propag., vol. 61, no. 9, pp. 4722-4732, Sept. 2013.
[8] G. Oliveri, N. Anselmi, and A. Massa, "Compressive sensing imaging of non-sparse 2D scatterers by a total-variation approach within the Born approximation," IEEE Trans. Antennas Propag., 2014, submitted.
[9] S. C. Hagness, E. C. Fear, and A. Massa, "Guest Editorial: Special Cluster on Microwave Medical Imaging," IEEE Antennas Wireless Propag. Lett., vol. 11, pp. 1592-1597, 2012.
[10] A. Randazzo, G. Oliveri, A. Massa, and M. Pastorino, "Electromagnetic inversion with the multiscaling inexact-Newton method - Experimental validation," Microwave Opt. Technol. Lett., vol. 53, no. 12, pp. 2834-2838, Dec. 2011.
[11] M. Salucci, D. Sartori, N. Anselmi, A. Randazzo, G. Oliveri, and A. Massa, "Imaging buried objects within the second-order Born approximation through a multiresolution-regularized inexact-Newton method", in 2013 International Symposium on Electromagnetic Theory (EMTS), Hiroshima, Japan, pp. 116-118, May 20-24, 2013.
citation:   Poli, L. and Oliveri, G. and Massa, A.  (2012) Sparse PEC Scatterers Retrieval by means of a Local Shape Function Bayesian Compressive Sensing Strategy.  Technical Report. University of Trento.     
document_url: http://www.eledia.org/students-reports/639/1/Sparse%20PEC%20Scatterers%20Retrieval%20by%20means%20of%20a%20Local%20Shape%20Function%20Bayesian%20Compressive%20Sensing%20Strategy.pdf