Title :
Sampling theorems for two-dimensional isotropic random fields
Author :
Tewfik, Ahmed H. ; Levy, Bernard C. ; Willsky, Alan S.
Author_Institution :
Dept. of Electr. Eng., Minnesota Univ., Minneapolis, MN, USA
fDate :
9/1/1988 12:00:00 AM
Abstract :
Sampling theorems are developed for isotropic random fields and their associated Fourier coefficient processes. A wave-number-limited isotropic random field z(r) is considered whose spectral density function is zero outside a disk of radius B centered at the origin of the wavenumber plane. z(r) can be reconstructed in the mean-square sense from its observation on the countable number of circles with radius ri=i π/B, i∈N, or of radius ri=ai,n/B, i∈N, where a1,n denotes the ith zero of the nth-order Bessel function J n(x), and n is arbitrary
Keywords :
Bessel functions; Fourier analysis; information theory; spectral analysis; Bessel function; Fourier coefficient processes; sampling theorems; spectral density function; two-dimensional isotropic random fields; Computer networks; Joining processes; NP-hard problem; Neural networks; Physics computing; Sampling methods; Symmetric matrices; Tail; USA Councils;
Journal_Title :
Information Theory, IEEE Transactions on