Non-Linear CNN-Based Read Channel for Hard Disk Drive With 30% Error Rate Reduction and Sequential 200-Mbits/s Throughput in 28-nm CMOS

Y Qin, R Purdy, A Probst, CY Lin… - IEEE Journal of Solid …, 2023 - ieeexplore.ieee.org
In this work, we present the world first ASIC implementation of a machine learning (ML)-
based data detection channel for hard disk drives (HDDs) using a customized convolutional …

ASIC Implementation of Nonlinear CNN-Based Data Detector for TDMR System in 28 nm CMOS at 200 Mbits/s Throughput

Y Qin, R Purdy, A Probst, CY Lin… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In this work, we present the first application-specific integrated circuit (ASIC) implementation
of a convolutional neural network (CNN)-based data detection channel for the two …