Title :
A natural pixel decomposition for tomographic imaging of the ionosphere
Author :
Semeter, Joshua ; Kamalabadi, Farzad
Author_Institution :
Max-Planck-Inst. fur Extraterrestrische Phys., Garching bei Munchen, Germany
Abstract :
We apply a natural pixel (NP) decomposition to the problem of computerized ionospheric tomography (CIT). For tomography from very few angles, the NP approach provides some distinct advantages over standard basis expansions. The NP solution requires no prior assumption and as such embeds into the solution the natural spatial resolution supported by the data. For the uniquely constrained CIT geometry, however, NP estimated fields will contain significant negative values. We propose a method of improving the NP estimates by enforcing positivity through an entropy regularization algorithm. These techniques are demonstrated in an example
Keywords :
computerised tomography; entropy; geophysical signal processing; image processing; ionospheric techniques; CIT geometry; NP approach; computerized ionospheric tomography; entropy regularization algorithm; natural pixel decomposition; natural spatial resolution; negative values; positivity; tomographic imaging; Geometrical optics; Ionosphere; Optical filters; Optical receivers; Optical variables control; Pixel; Plasma measurements; Satellite broadcasting; Stimulated emission; Tomography;
Conference_Titel :
Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-4428-6
DOI :
10.1109/ICASSP.1998.678135