Two-Dimensional Noise-Predictive Maximum Likelihood Method for Magnetic Recording Channels

Matcha, Chaitanya Kumar and Srinivasa, Shayan Garani and Khatami, Seyed Mehrdad and Vasic, Bane (2014) Two-Dimensional Noise-Predictive Maximum Likelihood Method for Magnetic Recording Channels. In: International Symposium on Information Theory and its Applications (ISITA), OCT 26-29, 2014, Melbourne, AUSTRALIA, pp. 679-683.

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Abstract

Noise-predictive maximum likelihood (NPML) is a well known signal detection technique used in partial response maximum likelihood (PRML) scheme in 1D magnetic recording channels. The noise samples colored by the partial response (PR) equalizer are predicted/ whitened during the signal detection using a Viterbi detector. In this paper, we propose an extension of the NPML technique for signal detection in 2D ISI channels. The impact of noise prediction during signal detection is studied in PRML scheme for a particular choice of 2D ISI channel and PR targets.

Item Type:	Conference Proceedings
Publisher:	IEEE
Additional Information:	Copy right for this article belongs to the IEEE, 345 E 47TH ST, NEW YORK, NY 10017 USA
Keywords:	NPML; 2D ISI; noise prediction; noise whitening
Department/Centre:	Division of Electrical Sciences > Electronic Systems Engineering (Formerly Centre for Electronic Design & Technology)
Date Deposited:	06 Jan 2016 05:47
Last Modified:	06 Jan 2016 05:47
URI:	http://eprints.iisc.ac.in/id/eprint/53070

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