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A New Passive Imaging Technique Based on Compressed Sensing for Synthetic Aperture Interferometric Radiometer
- Source :
- IEEE Geoscience and Remote Sensing Letters. 17:1938-1942
- Publication Year :
- 2020
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2020.
-
Abstract
- The synthesis aperture interferometric technology provides a promising passive imaging approach to the radiometer for reconstructing the brightness temperature distribution of the scene. However, the application of this technology may be limited by the large number of antennas, receivers, and analog-to-digital converters (ADCs) required in the radiometer. In order to reduce the complexity of the hardware requirements, a new passive microwave imaging technique based on compressed sensing (CS) is proposed in this letter. Different from the existing CS-based imaging methods that randomly select part of samples measured by all receivers, the proposed method develops a new practicable measurement matrix that employs the samples measured by partial receivers to recover the brightness temperature image. Numerical simulations and experiments are performed to demonstrate the effectiveness of the proposed method for reducing the hardware resources and the data amount while maintaining the image quality.
- Subjects :
- Synthetic aperture radar
Radiometer
Image quality
Aperture
Computer science
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
0211 other engineering and technologies
02 engineering and technology
Iterative reconstruction
Geotechnical Engineering and Engineering Geology
Interferometry
Compressed sensing
Microwave imaging
Brightness temperature
Electrical and Electronic Engineering
021101 geological & geomatics engineering
Remote sensing
Subjects
Details
- ISSN :
- 15580571 and 1545598X
- Volume :
- 17
- Database :
- OpenAIRE
- Journal :
- IEEE Geoscience and Remote Sensing Letters
- Accession number :
- edsair.doi...........8b0ddf7403ba4e0a8d1dd4775bf2a880