Banded Toeplitz matrices of large size occur in many practical problems [1]-[6]. Here the problem of inversion as well as the problem of solving simultaneous equations of the type Hx = y, when H is a large banded Toeplitz matrix, are considered. It is shown via certain circular decompositions of H that such equations may be exactly solved inO(N log_{2} N)rather than in O(N2) computations as in Levinson-Trench algorithms. Furthermore, the algorithms of this paper are nonrecursive (as compared to the Levinson-Trench algorithms), and afford parallel processor architectures and others such as transversal filters [17] where the computation time becomes proportional to N rather than toN log N. Finally, a principle of matrix decomposition for fast inversion of matrices is introduced as a generalization of the philosophy of this paper.
Published in:
Acoustics, Speech and Signal Processing, IEEE Transactions on
(Volume:26
,
Issue:
2
)
Date of Publication:
Apr 1978
- Page(s):
-
121
-
126
- ISSN :
-
0096-3518
- Digital Object Identifier :
-
10.1109/TASSP.1978.1163064
- Product Type:
-
Journals & Magazines
- Date of Current Version :
-
29 January 2003
- Issue Date :
-
Apr 1978
- Sponsored by :
-
IEEE Signal Processing Society