Soft-Information Improvement using Multilayer Perceptron (MLP) in Bit-Patterned Magnetic Recording (BPMR) Systems

被引：0

作者：

Praiwan, J. ^{[1
]}

Warisarn, C. ^{[1
]}

Suwansawang, S. ^{[2
]}

Koonkarnkhai, S. ^{[2
]}

机构：

[1] King Mongkuts Inst Technol Ladkrabang, Coll Adv Mfg Innovat AMI, Bangkok 10520, Thailand

[2] Nakhon Pathom Rajabhat Univ, Adv Signal Proc Disrupt Innovat Res Ctr, Mueang Nakhon Pathom Dis 73000, Nakhon Pathom, Thailand

来源：

2021 36TH INTERNATIONAL TECHNICAL CONFERENCE ON CIRCUITS/SYSTEMS, COMPUTERS AND COMMUNICATIONS (ITC-CSCC) | 2021年

关键词：

Multilayer perceptron (MLP); Soft-information; Bit-patterned magnetic recording (BPMR); Log-likelihood ratio (LLR); MEDIA;

D O I：

10.1109/ITC-CSCC52171.2021.9501426

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

The effects of both inter-track interference and inter-symbol interference are the main hindrances in alternated magnetic recording technologies such as bit-patterned magnetic recording. To increase an areal density of hard disk drives over 1 terabit per square inch; therefore, these two effects must be coped with some powered signal processing techniques. In this paper, we propose to use the multilayer perceptron, which is one of the artificial neural networks, to improve the soft information or log-likelihood ratios that are obtained from parallel soft-output Viterbi algorithm (SOVA) detectors. The computer-simulated results reveal that our proposed recording system can efficiently yield better bit error rate performance when it was compared with the previously proposed magnetic recording systems.

引用

页数：3

共 36 条

[1] Simple Soft-Information Developers Based on Parallel Detection Scheme in Bit-Patterned Media Recording (BPMR) Systems
Mattayakan, Mutita
Sokjabok, Siwakon
Warisam, Chanon
[J]. 2021 36TH INTERNATIONAL TECHNICAL CONFERENCE ON CIRCUITS/SYSTEMS, COMPUTERS AND COMMUNICATIONS (ITC-CSCC), 2021,
[2] Modulation Code and Multilayer Perceptron Decoding for Bit-Patterned Media Recording
Jeong, Seongkwon
Lee, Jaejin
[J]. IEEE MAGNETICS LETTERS, 2020, 11
[3] Multilayer Perceptron-based Skew-Angle Estimation for Bit-Patterned Magnetic Recording
Kankhunthod, K.
Warisam, C.
Koonkarnkhai, S.
Kovintavewat, P.
[J]. 2021 36TH INTERNATIONAL TECHNICAL CONFERENCE ON CIRCUITS/SYSTEMS, COMPUTERS AND COMMUNICATIONS (ITC-CSCC), 2021,
[4] Iterative Signal Detection Scheme Using Multilayer Perceptron for a Bit-Patterned Media Recording System
Jeong, Seongkwon
Lee, Jaejin
[J]. APPLIED SCIENCES-BASEL, 2020, 10 (24): : 1 - 7
[5] Scheme for Utilizing the Soft Feedback Information in Bit-Patterned Media Recording Systems
Chi Dinh Nguyen
Lee, Jaejin
[J]. IEEE TRANSACTIONS ON MAGNETICS, 2017, 53 (03)
[6] Optimization of Layer Thicknesses for Dual-Layer Bit-Patterned Media Recording (BPMR) Systems
Rueangnetr, Natthakan
Warisarn, Chanon
Greaves, Simon John
[J]. IEEE TRANSACTIONS ON MAGNETICS, 2024, 60 (09)
[7] Soft-Output Detector Using Multi-Layer Perceptron for Bit-Patterned Media Recording
Jeong, Seongkwon
Lee, Jaejin
[J]. APPLIED SCIENCES-BASEL, 2022, 12 (02):
[8] An MLP-based skew angle mitigation method for bit-patterned magnetic recording
Koonkarnkhai, Santi
Kankhunthod, Kittipon
Kovintavewat, Piya
[J]. IEICE ELECTRONICS EXPRESS, 2024, 21 (13): : 1 - 6
[9] A Simple Inter-Track Interference Subtraction Technique in Bit-Patterned Media Recording (BPMR) Systems
Buajong, Chaiwat
Warisarn, Chanon
[J]. IEICE TRANSACTIONS ON ELECTRONICS, 2018, E101C (05): : 404 - 408
[10] Soft-Decision Output Encoding/Decoding Algorithms of a Rate-5/6 CITI Code in Bit-Patterned Magnetic Recording (BPMR) Systems
Kanjanakunchorn, Chavisa
Warisarn, Chanon
[J]. 2019 34TH INTERNATIONAL TECHNICAL CONFERENCE ON CIRCUITS/SYSTEMS, COMPUTERS AND COMMUNICATIONS (ITC-CSCC 2019), 2019, : 468 - 471

← 1 2 3 4 →