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Compressive sensing for direct millimeter-wave holographic imaging
- Source :
- Applied Optics. 54:3280
- Publication Year :
- 2015
- Publisher :
- The Optical Society, 2015.
-
Abstract
- Direct millimeter-wave (MMW) holographic imaging, which provides both the amplitude and phase information by using the heterodyne mixing technique, is considered a powerful tool for personnel security surveillance. However, MWW imaging systems usually suffer from the problem of high cost or relatively long data acquisition periods for array or single-pixel systems. In this paper, compressive sensing (CS), which aims at sparse sampling, is extended to direct MMW holographic imaging for reducing the number of antenna units or the data acquisition time. First, following the scalar diffraction theory, an exact derivation of the direct MMW holographic reconstruction is presented. Then, CS reconstruction strategies for complex-valued MMW images are introduced based on the derived reconstruction formula. To pursue the applicability for near-field MMW imaging and more complicated imaging targets, three sparsity bases, including total variance, wavelet, and curvelet, are evaluated for the CS reconstruction of MMW images. We also discuss different sampling patterns for single-pixel, linear array and two-dimensional array MMW imaging systems. Both simulations and experiments demonstrate the feasibility of recovering MMW images from measurements at 1/2 or even 1/4 of the Nyquist rate.
- Subjects :
- Synthetic aperture radar
Diffraction
business.industry
Image quality
Computer science
Terahertz radiation
Materials Science (miscellaneous)
Holography
Holographic imaging
Industrial and Manufacturing Engineering
law.invention
Optics
Compressed sensing
Sampling (signal processing)
law
Radar imaging
Inverse scattering problem
Extremely high frequency
Curvelet
Nyquist rate
Business and International Management
business
Digital holography
Subjects
Details
- ISSN :
- 15394522 and 00036935
- Volume :
- 54
- Database :
- OpenAIRE
- Journal :
- Applied Optics
- Accession number :
- edsair.doi.dedup.....2342d052081e296d7fc32e1661e3825c
- Full Text :
- https://doi.org/10.1364/ao.54.003280