Title :
Band-limited extrapolation on the sphere for signal reconstruction in the presence of noise
Author :
Alem, Yibeltal F. ; Khalid, Zubair ; Kennedy, Rodney A.
Author_Institution :
Res. Sch. of Eng., Australian Nat. Univ., Canberra, ACT, Australia
Abstract :
We investigate the problem of extrapolation of band-limited signals on the 2-sphere in the presence of noise. Specifically, given incomplete or spatially limited measurements subject to noise, find the unique extrapolation to the complete 2-sphere. We present an analytic solution to the extrapolation problem based on the expansion of a signal in Slepian basis corresponding to an orthogonal set of eigenfunctions of an associated energy concentration problem. An alternative equivalent iterative algorithm is also developed for practical implementation and guidelines are proposed to choose the parameters of the iterative algorithm. The capability of the proposed extrapolation is compared and demonstrated with the help of an illustration example.
Keywords :
eigenvalues and eigenfunctions; extrapolation; iterative methods; signal reconstruction; Slepian basis; band limited extrapolation; eigenfunctions; extrapolation problem; iterative algorithm; signal reconstruction; Eigenvalues and eigenfunctions; Extrapolation; Harmonic analysis; Iterative methods; Noise; Noise measurement; Signal processing algorithms; 2-sphere; bandlimited signals; signal extrapolation; spherical harmonics;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on
Conference_Location :
Florence
DOI :
10.1109/ICASSP.2014.6854381