Yuwei Qin
PhD Student, Electrical and Computer Engineering
- 346A Roberts Engineering Hall
Pittsburgh, PA 15213
Bio
Yuwei Qin is a Ph.D. candidate in Electrical and Computer Engineering (ECE) in Carnegie Mellon university, supervised by Prof. Jimmy Zhu. He received B.Eng degree from the University of Hong Kong, Hong Kong, in 2015. His current research focus is to develop learning-algorithm based data detection channel for high capacity data storage systems. Previously, he also used micromagnetic modeling to study various impacting factors of recording medium for heat-assisted magnetic recording (HAMR).
Research
Yuwei's research interest is to develop more advanced data storage systems to meet the ever-increasing demand for data. His current research focus is to explore how to take advantage of the learning-based algorithms to build more intelligent and self-adaptive data reading channels for future generation storage systems:
- Machine learning based data detection channel for data storage systems
- Design more intelligent learning algorithms
- Chip design for neural network-based communication channels
For Sponsors
Related Materials
Machine Learning TDMR Channel Development (DSSC 2022 West Coast Review)
Tape Out and Testing of ML Chip for HDD Channels (DSSC 2021 Fall Technical Review)
Enabling TDMR Gain with Convolution Neural Network Based Machine Learning Algorithm (DSSC 2021 West Coast Review)
Deep Neural Network: Automatically Resolving ITI in TDMR (DSSC 2020 West Coast Review)
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