A Detection Scheme With TMR Estimation Based on Multi-Layer Perceptrons for Bit Patterned Media Recording

2019 ◽  
Vol 55 (7) ◽  
pp. 1-4 ◽  
Author(s):  
Seongbae Han ◽  
Gyuyeol Kong ◽  
Sooyong Choi
2020 ◽  
Vol 10 (24) ◽  
pp. 8819
Author(s):  
Seongkwon Jeong ◽  
Jaejin Lee

Because of the physical and engineering problems of conventional magnetic data storage systems, bit-patterned media recording (BPMR) is expected to be a promising technology for extending the storage density to beyond 1 Tb /in2. To increase the storage density in BPMR systems, the separation between islands in both down- and cross-track directions must be reduced; this reduction results in two-dimensional interference from neighboring symbols in those directions, which is a major performance degradation factor in BPMR. Herein, we propose an iterative signal detection scheme between a Viterbi detector and a multilayer perceptron to improve the performance of a BPMR system. In the proposed signal detection scheme, we use the modified output of a multilayer perceptron as a priori information to improve equalization and extrinsic information to decrease the effect of intertrack interference.


2012 ◽  
Vol 48 (11) ◽  
pp. 4574-4577 ◽  
Author(s):  
Laurens Alink ◽  
J. P. J. Groenland ◽  
Jeroen de Vries ◽  
Leon Abelmann

2012 ◽  
Vol 3 ◽  
pp. 4500204-4500204 ◽  
Author(s):  
N. Eibagi ◽  
J. J. Kan ◽  
F. E. Spada ◽  
E. E. Fullerton

AIP Advances ◽  
2016 ◽  
Vol 7 (5) ◽  
pp. 056501 ◽  
Author(s):  
W. Busyatras ◽  
C. Warisarn ◽  
Y. Okamoto ◽  
Y. Nakamura ◽  
L. M. M. Myint ◽  
...  

Author(s):  
Santi Koonkarnkhai ◽  
Phongsak Keeratiwintakorn ◽  
Piya Kovintavewat

In bit-patterned media recording (BPMR) channels, the inter-track interference (ITI) is extremely severe at ultra high areal densities, which significantly degrades the system performance. The partial-response maximum-likelihood (PRML) technique that uses an one-dimensional (1D) partial response target might not be able to cope with this severe ITI, especially in the presence of media noise and track mis-registration (TMR). This paper describes the target and equalizer design for highdensity BPMR channels. Specifically, we proposes a two-dimensional (2D) cross-track asymmetric target, based on a minimum mean-squared error (MMSE) approach, to combat media noise and TMR. Results indicate that the proposed 2D target performs better than the previously proposed 2D targets, especially when media noise and TMR is severe.


2010 ◽  
Author(s):  
Yoshiyuki Kamata ◽  
Akira Kikitsu ◽  
Naoko Kihara ◽  
Seiji Morita ◽  
Kaori Kimura ◽  
...  

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