Signal processing and coding techniques for 2-D magnetic recording: An overview

SS Garani, L Dolecek, J Barry, F Sala… - Proceedings of the …, 2018 - ieeexplore.ieee.org
Two-dimensional magnetic recording (TDMR) is an emerging storage technology that aims
to achieve areal densities on the order of 10 Tb/in 2, mainly driven by innovative channels …

CNN-based signal detection for banded linear systems

C Fan, X Yuan, YJ Zhang - IEEE Transactions on Wireless …, 2019 - ieeexplore.ieee.org
Banded linear systems arise in many communication scenarios, eg, those involving inter-
carrier interference and inter-symbol interference. Motivated by recent advances in deep …

Deep neural network media noise predictor turbo-detection system for 1-D and 2-D high-density magnetic recording

A Sayyafan, A Aboutaleb, BJ Belzer… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
This article presents a concatenated Bahl-Cocke-Jelinek-Raviv (BCJR) detector, low-density
parity-check (LDPC) decoder, and deep neural network (DNN) architecture for a turbo …

ISI/ITI turbo equalizer for TDMR using trained local area influence probabilistic model

X Sun, J Shen, BJ Belzer, K Sivakumar… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
In this paper, a local area influence probabilistic (LAIP) detector for estimating magnetic
grain interactions with coded data bits in two-dimensional magnetic recording is combined …

Shingled magnetic recording (SMR) and two-dimensional magnetic recording (TDMR)

R Wood - Journal of Magnetism and Magnetic Materials, 2022 - Elsevier
Data areal-density has always been a key metric in magnetic recording. An increase in 'bits
per square inch'allows a higher capacity product to be developed at similar cost. Areal …

Non-binary protograph-based LDPC codes for 2-D-ISI magnetic recording channels

P Chen, C Kui, L Kong, Z Chen… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
2-D inter-symbol-interference (2-D-ISI), consisting of ISI in the down track direction and inter-
track interference along the cross-track direction, is a major factor that severely degrades the …

Multilayer perceptron-based detection for a coded two-dimensional magnetic recording

C Buajong, C Warisarn - AEU-International Journal of Electronics and …, 2023 - Elsevier
Recently, magnetic recording technology has been on the verge of reaching its recording
density limit. Two-dimensional (2-D) magnetic recording (TDMR) is expected to be a …

High density turbo TDMR detection with local area influence probabilistic model

X Sun, K Sivakumar, BJ Belzer… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
This paper proposes probabilistic message-passing turbo detection algorithms for 2-D
magnetic recording that locally estimate magnetic grain interactions with coded data bits …

Turbo equalization for two dimensional magnetic recording using Voronoi model averaged statistics

M Mehrnoush, BJ Belzer, K Sivakumar… - IEEE Journal on …, 2016 - ieeexplore.ieee.org
This paper considers turbo equalization for 2-D magnetic recording. Magnetic grains are
modeled as Voronoi regions of randomly distributed nuclei. Bits read from the magnetic …

Dynamic grain state estimation for high-density TDMR: Progress and future directions

X Sun, BJ Belzer, K Sivakumar - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
Dynamic grain state estimation (DGSE) algorithms for 2-D magnetic recording (TDMR)
employ probabilistic message-passing algorithms that jointly estimate magnetic grain …