Skew angle estimation and alleviation based multi-layer perceptron in V-shaped read-head array BPMR systems

Author:

Fatika K. A.1ORCID,Koonkarnkhai S.2ORCID,Kovintavewat P.2ORCID,Warisarn C.1ORCID

Affiliation:

1. Advanced Signal Processing for Data Storage (ADaS) Research Unit, College of Advanced Manufacturing Innovation (AMI), King Mongkut’s Institute of Technology Ladkrabang (KMITL) 1 , Bangkok 10520, Thailand

2. Advanced Signal Processing for Disruptive Innovation Research Center, Nakhon Pathom Rajabhat University (NPRU) 2 , Nakhon Pathom 73000, Thailand

Abstract

The demand for a massive storage device has kept rising and it has led to the emergence of advanced technology with a vast storage capacity. Achieving this idea might bring some obstacles called two-dimensional interference as well as a skew angle (SA). Array-reader-based magnetic recording can be the potential to give a better performance in the system by reading multiple tracks simultaneously. This paper investigates a V-shaped read-head array (VRA) with three read sensors performance on five levels of skew angle consideration in three different zones of hard disk drive. VRA with three read sensors is being grouped; therefore, SA can be considered as the change in this group movement. To achieve a good system performance, we propose an SA estimation method for bit-patterned media recording systems by computing a specific target by three readback sequences before estimating the SA value and finally detecting the data. Both estimation and detection processes are carried out using a neural network method known as multilayer perceptron.

Funder

College of Advanced Manufacturing Innovation, King Mongkut's Institute of Technology Ladkrabang

Research and Development Institute, Nakhon Pathom Rajabhat University, Thailand

Publisher

AIP Publishing

Subject

General Physics and Astronomy

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Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Neural Networks Input Techniques to Maintain a Small Skew Angle in Bit-Patterned Magnetic Recording with a V-Shaped Read-Head Array;2023 International Technical Conference on Circuits/Systems, Computers, and Communications (ITC-CSCC);2023-06-25

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