Presentation | 1994/7/23 Geometrical Behavior of the Orthogonal Projection Algorithm and its Convergence Properties Teruyuki Sato, Hajime Jinushi, Kohichi Sakaniwa, |
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Abstract(in English) | In adaptive filters,the LMS and the Normalized LMS algorithm have been mainly used for estimating unknown systems.However,their convergence properties are poor for colored input signals.While the Orthogonal Projection Algorithms(OPA′s),such as the Affine Pro jection Alobrithm and the Block Orthogonal Projection-Algorithm, are proposed for fast convergence,their convergence properties are still not well-known.In this paper,we present a new geometrical interpretation for such orthogonal projection algorithms,and analyze their properties by using this interpretation.Then,we show that the higher dimensional OPA achieves faster conoergence at the cost of good parameter estimation. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | adaptive algorithm / Affine Projection Algorithm / Block Orthogonal Projection Algorithm / geometrical interpretation |
Paper # | IT94-51 |
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Committee | IT |
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Conference Date | 1994/7/23(1days) |
Place (in Japanese) | (See Japanese page) |
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Registration To | Information Theory (IT) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Geometrical Behavior of the Orthogonal Projection Algorithm and its Convergence Properties |
Sub Title (in English) | |
Keyword(1) | adaptive algorithm |
Keyword(2) | Affine Projection Algorithm |
Keyword(3) | Block Orthogonal Projection Algorithm |
Keyword(4) | geometrical interpretation |
1st Author's Name | Teruyuki Sato |
1st Author's Affiliation | Fujitsu Corp.() |
2nd Author's Name | Hajime Jinushi |
2nd Author's Affiliation | Department of Electronic Engineering and Electronics,College of Science and Engineering,Aoyama Gakuin University |
3rd Author's Name | Kohichi Sakaniwa |
3rd Author's Affiliation | Department of Electrical and Electronic Engineering,Tokyo Institute of Technology |
Date | 1994/7/23 |
Paper # | IT94-51 |
Volume (vol) | vol.94 |
Number (no) | 171 |
Page | pp.pp.- |
#Pages | 6 |
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