Non-Volatile In-Memory Computing by Spintronics

Non-Volatile In-Memory Computing by Spintronics
ISBN-10
3031020324
ISBN-13
9783031020322
Category
Technology & Engineering
Pages
147
Language
English
Published
2022-05-31
Publisher
Springer Nature
Authors
Hao Yu, Yuhao Wang, Leibin Ni

Description

Exa-scale computing needs to re-examine the existing hardware platform that can support intensive data-oriented computing. Since the main bottleneck is from memory, we aim to develop an energy-efficient in-memory computing platform in this book. First, the models of spin-transfer torque magnetic tunnel junction and racetrack memory are presented. Next, we show that the spintronics could be a candidate for future data-oriented computing for storage, logic, and interconnect. As a result, by utilizing spintronics, in-memory-based computing has been applied for data encryption and machine learning. The implementations of in-memory AES, Simon cipher, as well as interconnect are explained in details. In addition, in-memory-based machine learning and face recognition are also illustrated in this book.

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