Title :
Commutative Anisotropic Convolution on the 2-Sphere
Author :
Sadeghi, Parastoo ; Kennedy, Rodney A. ; Khalid, Zubair
Author_Institution :
Res. Sch. of Eng., Australian Nat. Univ., Canberra, ACT, Australia
Abstract :
We develop a new type of convolution between two signals on the 2-sphere. This is the first type of convolution on the 2-sphere which is commutative. Two other advantages, in comparison with existing definitions in the literature, are that 1) the new convolution admits anisotropic filters and signals and 2) the domain of the output remains on the sphere. Therefore, the new convolution well emulates the conventional Euclidean convolution. In addition to providing the new definition of convolution and discussing its properties, we provide the spectral analysis of the convolution output. This convolutional framework can be useful in filtering applications for signals defined on the 2-sphere.
Keywords :
anisotropic media; convolution; filtering theory; spectral analysis; 2-sphere; anisotropic filter; anisotropic signal; commutative anisotropic convolution; conventional Euclidean convolution; filtering application; spectral analysis; Convolution; Harmonic analysis; Spectral analysis; 2-sphere (unit sphere); Commutative convolution; convolution; spherical harmonics;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2012.2217337