CNN-Based Machine Learning Channel on TDMR Drive Data

Y Qin, P Bellam,R Galbraith, W Hanson,N Ravindran, I Oboukhov

IEEE Transactions on Magnetics（2022）

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摘要

In this article, we demonstrate a convolutional neural network (CNN)-based data detection channel on real data from a commercial hard disk drive (HDD) employed with two-dimensional magnetic recording (TDMR) dual-reader technology. The neural network has two sets of input neurons and is trained using 485 4-kB sectors from the drive. Data detection is performed using the trained network and a one-to...

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关键词

Training,Convolutional neural networks,Target tracking,Detectors,Testing,Neurons,Machine learning

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