DocumentCode
3509762
Title
Impulsive noise estimation and cancellation in DSL using orthogonal clustering
Author
Al-Naffouri, Tareq Y. ; Quadeer, Ahmed A. ; Caire, Giuseppe
Author_Institution
Electr. Eng. Dept., King Fahd Univ. of Pet. & Miner., Dhahran, Saudi Arabia
fYear
2011
fDate
July 31 2011-Aug. 5 2011
Firstpage
2841
Lastpage
2845
Abstract
Impulsive noise is the bottleneck that limits the distance at which DSL communications can take place. By considering impulsive noise a sparse vector, recently developed sparse reconstruction algorithms can be utilized to combat it. We propose an algorithm that utilizes the guard band null carriers for the impulsive noise estimation and cancellation. Instead of relying on ℓ1 minimization as done in some popular general-purpose compressive sensing (CS) schemes, the proposed method exploits the structure present in the problem and the available a priori information jointly for sparse signal recovery. The computational complexity of the proposed algorithm is very low as compared to the sparse reconstruction algorithms based on ℓ1 minimization. A performance comparison of the proposed method with other techniques, including ℓ1 minimization and another recently developed scheme for sparse signal recovery, is provided in terms of achievable rates for a DSL line with impulse noise estimation and cancellation.
Keywords
digital subscriber lines; interference suppression; minimisation; signal reconstruction; ℓ1 minimization; DSL; DSL communications; impulsive noise cancellation; impulsive noise estimation; orthogonal clustering; sparse reconstruction algorithms; sparse signal recovery; Complexity theory; DSL; Estimation; Matching pursuit algorithms; Minimization; Noise; OFDM; DSL; Impulsive noise; Sparse signal reconstruction; and Compressive sensing;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Theory Proceedings (ISIT), 2011 IEEE International Symposium on
Conference_Location
St. Petersburg
ISSN
2157-8095
Print_ISBN
978-1-4577-0596-0
Electronic_ISBN
2157-8095
Type
conf
DOI
10.1109/ISIT.2011.6034093
Filename
6034093
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