Title :
Deconvolution algorithms in image reconstruction for aperture synthesis radiometers
Author :
Piles, M. ; Camps, A. ; Vall-llossera, M. ; Monerris, A. ; Talone, M. ; Pérez, J. L Álvarez
Author_Institution :
Univ. Polytech. de Catalunya, Barcelona
Abstract :
In remote-sensing applications the inclusion of subgrid-scale variability in coarse resolution data still remains an elusive challenge. This paper is devoted to the development of an appropriate downscaling technique for future Aperture Synthesis Radiometer´s images. A comparative study of different deconvolution algorithms has been performed and particular emphasis is made on the use of least-squares Lagrangian methods and Fourier Wiener filtering. Results show that with this technique it is feasible to improve the spatial resolution of brightness temperature images from the Spatial Sensor Microwave Imager (SSM/I) radiometer and from an upgraded version of the Soil Moisture and Ocean Salinity (SMOS) End-to-end Performance Simulator (SEPS).
Keywords :
Wiener filters; deconvolution; geophysical signal processing; image reconstruction; least squares approximations; radiometry; remote sensing; synthetic aperture radar; Fourier Wiener filtering; SEPS; SMOS End-to-end Performance Simulator; SSM-I radiometer; Soil Moisture and Ocean Salinity; Spatial Sensor Microwave Imager; aperture synthesis radiometer; deconvolution algorithm; downscaling technique; image reconstruction; image spatial resolution; least squares Lagrangian methods; remote sensing applications; Apertures; Deconvolution; Filtering algorithms; Image reconstruction; Lagrangian functions; Microwave radiometry; Radiometers; Remote sensing; Spatial resolution; Wiener filter; Aperture synthesis; Soil Moisture and Ocean Salinity (SMOS) mission; Spatial Sensor Microwave Imager (SSMII); deconvolution; least squares;
Conference_Titel :
Geoscience and Remote Sensing Symposium, 2007. IGARSS 2007. IEEE International
Conference_Location :
Barcelona
Print_ISBN :
978-1-4244-1211-2
Electronic_ISBN :
978-1-4244-1212-9
DOI :
10.1109/IGARSS.2007.4423083