DocumentCode
2173054
Title
On the construction of low-pass filters on the unit sphere
Author
Khalid, Zubair ; Durrani, Salman ; Kennedy, Rodney A. ; Sadeghi, Parastoo
Author_Institution
Sch. of Eng., Australian Nat. Univ., Canberra, ACT, Australia
fYear
2011
fDate
22-27 May 2011
Firstpage
4356
Lastpage
4359
Abstract
This paper considers the problem of construction of low-pass filters on the unit sphere, which has wide ranging applications in the processing of signals on the unit sphere. We propose a design criterion for the construction of strictly bandlimited low-pass filters in the spectral domain with optimal concentration in the specified polar cap region in the spatial domain. Our approach uses the weighted sum of the first optimally concentrated eigenfunctions from appropriately formulated Slepian concentration problems on the sphere. Furthermore, in order to reduce the computational complexity of the proposed algorithm, we develop a closed-form expression to accurately model these eigenfunctions. We illustrate the construction of low-pass filters using the proposed approach and demonstrate the advantage of our method approach compared to a diffusion based approach in the literature in terms of control over both bandwidth in the spectral domain and concentration in the spatial domain.
Keywords
eigenvalues and eigenfunctions; low-pass filters; signal processing; Slepian concentration; bandlimited low-pass filter; closed-form expression; computational complexity; eigenfunction; optimal concentration; signal processing; spectral domain; Algorithm design and analysis; Bandwidth; Convolution; Eigenvalues and eigenfunctions; Frequency domain analysis; Harmonic analysis; Spectral analysis; Filtering; Slepian concentration problem; bandlimited signals; convolution; unit sphere;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location
Prague
ISSN
1520-6149
Print_ISBN
978-1-4577-0538-0
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2011.5947318
Filename
5947318
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