Iterative Signal Detection Scheme Using Multilayer Perceptron for a Bit-Patterned Media Recording System

被引:8
|
作者
Jeong, Seongkwon [1 ]
Lee, Jaejin [1 ]
机构
[1] Soongsil Univ, Sch Elect Engn, 369 Sangdo Ro, Seoul 06978, South Korea
来源
APPLIED SCIENCES-BASEL | 2020年 / 10卷 / 24期
基金
新加坡国家研究基金会;
关键词
bit-patterned media recording; iterative decoding; multilayer perceptron; signal detection; EQUALIZATION; NOISE;
D O I
10.3390/app10248819
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
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 /in(2). 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.
引用
收藏
页码:1 / 7
页数:7
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