Title :
Efficient computation of prolate spheroidal wave functions in radio astronomical source modeling
Author :
Noorishad, Parisa ; Yatawatta, Sarod
Author_Institution :
Kapteyn Astron. Inst., Univ. of Groningen, Groningen, Netherlands
Abstract :
The application of orthonormal basis functions such as Prolate Spheroidal Wave Functions (PSWF) for accurate source modeling in radio astronomy has been comprehensively studied. They are of great importance for high fidelity, high dynamic range imaging with new radio tele- scopes as well as conventional ones. But the construction of PSWF is computationally expensive compared to other closed form basis functions. In this paper, we suggest a solution to reduce its computational cost by more efficient construction of the matrix kernel which relates the image domain to visibility (or Fourier) domain. Radio astronomical images are mostly represented using a regular grid of rectangular pixels. This is required for efficient storage and display purposes and moreover, comes naturally as a by product of the Fast Fourier Transform (FFT) in imaging. We propose the use of Delaunay triangulation as opposed to regular gridding of an image for a finer selection of the region of interest (signal support) during the PSWF kernel construction. We show that the computational efficiency improves without loss of information. Once the PSWF basis is constructed using the irregular grid, we revert back to the regular grid by interpolation and thereafter, conventional imaging techniques can be applied.
Keywords :
fast Fourier transforms; radiosources (astronomical); wave functions; Delaunay triangulation; Fast Fourier Transform; matrix kernel construction; prolate spheroidal wave functions; radio astronomical images; radio astronomical source modeling; radio telescopes; rectangular pixels; Deconvolution; Eigenvalues and eigenfunctions; Imaging; Niobium; Radio interferometry; Vectors; Wave functions; Deconvolution; Radio astronomy; Radio interferometry;
Conference_Titel :
Signal Processing and Information Technology (ISSPIT), 2011 IEEE International Symposium on
Conference_Location :
Bilbao
Print_ISBN :
978-1-4673-0752-9
Electronic_ISBN :
978-1-4673-0751-2
DOI :
10.1109/ISSPIT.2011.6151582