Deep Neural Network a Posteriori Probability Detector for Two-Dimensional Magnetic Recording

J Shen, A Aboutaleb, K Sivakumar… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
In two-dimensional magnetic recording (TDMR) channels, intersymbol interference (within
and between tracks) and patterndependent media noise are impediments to reaching higher …

A study of multitrack joint 2-D signal detection performance and implementation cost for shingled magnetic recording

N Zheng, KS Venkataraman, A Kavcic… - IEEE transactions on …, 2014 - ieeexplore.ieee.org
Shingled magnetic recording is a promising option to sustain the historical areal density
growth of hard disk drives while retaining conventional heads and media. Nevertheless …

Convolutional neural network based symbol detector for two-dimensional magnetic recording

J Shen, BJ Belzer, K Sivakumar… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Data detection in magnetic recording (MR) channels can be viewed as an image processing
problem, proceeding from the 2-D image of readback bits, to higher level abstractions of …

Two-dimensional Voronoi-based model and detection for shingled magnetic recording

RM Todd, E Jiang, RL Galbraith… - IEEE transactions on …, 2012 - ieeexplore.ieee.org
In this paper, we present a model of a shingled magnetic recording system, where Voronoi
regions are used to model the grains of the magnetic medium. A probabilistic model is used …

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 …

User areal density optimization for conventional and 2-D detectors/decoders

KS Chan, A James, S Shafiee… - IEEE Transactions …, 2017 - ieeexplore.ieee.org
The magnetic recording industry is perennially trying to grow the areal density by optimizing
the head/media, the coding/signal processing, and the bit length (BL) and track pitch (TP) of …

Skew-dependent performance evaluation of array-reader-based magnetic recording with dual-reader

E Hwang, T Oenning, G Mathew… - IEEE Transactions …, 2015 - ieeexplore.ieee.org
Array-reader-based magnetic recording (ARMR) shows potential to achieve areal density
capability (ADC) beyond 1 Tb/in 2 by jointly processing multiple readback streams. Dual …

A system level study of two-dimensional magnetic recording (TDMR)

KS Chan, MR Elidrissi - IEEE transactions on magnetics, 2013 - ieeexplore.ieee.org
Two-dimensional magnetic recording (TDMR) is a recently proposed recording scheme
aimed at extending the life of conventional granular magnetic recording (CGMR) without a …

Areal density prediction for microwave-assisted magnetic recording

KK Teo, KS Chan, SJ Greaves… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
In this paper, we perform an estimate of the areal density achievable for microwave-assisted
magnetic recording (MAMR) using micromagnetic simulations (μ-mag), the grain-flip** …