Compressive sensing in electromagnetics-a review

A Massa, P Rocca, G Oliveri - IEEE Antennas and Propagation …, 2015 - ieeexplore.ieee.org
Several problems arising in electromagnetics can be directly formulated or suitably recast for
an effective solution within the compressive sensing (CS) framework. This has motivated a …

Sparse microwave imaging: Principles and applications

BC Zhang, W Hong, YR Wu - Science China Information Sciences, 2012 - Springer
This paper provides principles and applications of the sparse microwave imaging theory and
technology. Synthetic aperture radar (SAR) is an important method of modern remote …

Sparse synthetic aperture radar imaging from compressed sensing and machine learning: Theories, applications, and trends

G Xu, B Zhang, H Yu, J Chen, M Xing… - IEEE Geoscience and …, 2022 - ieeexplore.ieee.org
Synthetic aperture radar (SAR) image formation can be treated as a class of ill-posed linear
inverse problems, and the resolution is limited by the data bandwidth for traditional imaging …

Superresolution ISAR imaging based on sparse Bayesian learning

H Liu, B Jiu, H Liu, Z Bao - IEEE Transactions on Geoscience …, 2013 - ieeexplore.ieee.org
Recently, compressive sensing (CS) has been successfully used in inverse synthetic
aperture radar (ISAR) imaging. Since the exact sparse reconstruction, ie, l 0-norm constraint …

Jointly using low-rank and sparsity priors for sparse inverse synthetic aperture radar imaging

W Qiu, J Zhou, Q Fu - IEEE Transactions on Image Processing, 2019 - ieeexplore.ieee.org
The inverse synthetic aperture radar (ISAR) imaging technique of a moving target with
sparse sampling data has attracted wide attention due to its ability to reduce the data …

Analysis of frequency agile radar via compressed sensing

T Huang, Y Liu, X Xu, YC Eldar… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Frequency agile radar (FAR) is known to have excellent electronic counter-countermeasures
performance and the potential to realize spectrum sharing in dense electromagnetic …

ISAR imaging of a ship target based on parameter estimation of multicomponent quadratic frequency-modulated signals

X Bai, R Tao, Z Wang, Y Wang - IEEE Transactions on …, 2013 - ieeexplore.ieee.org
High-resolution inverse synthetic aperture radar (ISAR) imaging of a ship target is a
challenging task because of fluctuation with the ocean waves. The images obtained with a …

Inverse synthetic aperture radar imaging: A historical perspective and state-of-the-art survey

R Vehmas, N Neuberger - IEEE Access, 2021 - ieeexplore.ieee.org
Radar can obtain high spatial resolution at large operating distances, and its operation is
largely independent from weather and lighting conditions. This makes it an important …

High-resolution ISAR imaging and motion compensation with 2-D joint sparse reconstruction

S Shao, L Zhang, H Liu - IEEE Transactions on Geoscience and …, 2020 - ieeexplore.ieee.org
With regard to the multifunction radar transmitting sparse stepped-frequency-modulation
(SSFM) signal for inverse synthetic aperture radar (ISAR) imaging, the received echo signal …

ISAR image resolution enhancement: Compressive sensing versus state-of-the-art super-resolution techniques

E Giusti, D Cataldo, A Bacci, S Tomei… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
The applicability of compressive sensing (CS) to inverse synthetic aperture radar (ISAR)
imagery has been widely discussed over the past few years. In particular, CS-based ISAR …