DocumentCode :
2988644
Title :
Rate-reach performance improvements in ADSL interference environment using adaptive wavelet threshold
Author :
Ravishankar, S. ; Uma, B.V. ; Shreeprasad, M.
Author_Institution :
R.V. Coll. of Eng., Bangalore
Volume :
2
fYear :
2008
fDate :
30-31 Aug. 2008
Firstpage :
634
Lastpage :
638
Abstract :
Adaptive filtering has been shown to mitigate the effect of near end crosstalk (NEXT) in an ADSL receiver. This paper discusses the cancellation of NEXT and far end crosstalk (FEXT) using a non-parametric wavelet denoising technique. Crosstalk noise is estimated using heuristic Steinpsilas unbiased risk estimate (SURE) and Bayesian risk minimization shrinkage function. The noise level estimated by a shrinkage function is used by thresholding rules to mitigate the effect of noise in the signal. A comparison of rates achieved using these shrinkage functions with three thresholding techniques viz; soft thresholds, hard thresholds and a garrote threshold have been presented. Results obtained with AWGN, 24 ADSL NEXT and 24 ADSL FEXT disturbers show a significant improvement in Rate reach performance upwards of 4 Mbps. The computational complexity in the wavelet denoising technique is independent of the number of crosstalk sources and hence can be suitable candidate for a practical deployment of mitigation of cross talk.
Keywords :
Bayes methods; crosstalk; digital subscriber lines; filtering theory; signal denoising; wavelet transforms; ADSL interference environment; ADSL receiver; Bayesian risk minimization shrinkage function; adaptive filtering; adaptive wavelet threshold; crosstalk noise; far end crosstalk; heuristic Stein unbiased risk estimate; near end crosstalk; nonparametric wavelet denoising technique; rate-reach performance improvements; Adaptive filters; Additive white noise; Bayesian methods; Crosstalk; Gaussian noise; Interference; Noise cancellation; Noise level; Noise reduction; Risk management; Denoising; crosstalk; shrinkage; threshold; wavelet;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Wavelet Analysis and Pattern Recognition, 2008. ICWAPR '08. International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-2238-8
Electronic_ISBN :
978-1-4244-2239-5
Type :
conf
DOI :
10.1109/ICWAPR.2008.4635856
Filename :
4635856
Link To Document :
بازگشت