Energy-Efficient Ferroelectric Field-Effect Transistor-Based Oscillators for Neuromorphic System Design

被引:10
|
作者
Eslahi, Hossein [1 ]
Hamilton, Tara J. [2 ]
Khandelwal, Sourabh [1 ]
机构
[1] Macquarie Univ, Dept Engn, Macquarie Pk, NSW 2109, Australia
[2] Univ Technol Sydney, Dept Elect & Data Engn, Ultimo, NSW 2007, Australia
关键词
CMOS technology; coupled oscillator; ferroelectric field-effect transistor (FEFET) device; frequency modulation; neuromorphic computing; DEVICES;
D O I
10.1109/JXCDC.2020.3027541
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Neuromorphic or bioinspired computational platforms, as an alternative for von-Neumann structures, have benefitted from the excellent features of emerging technologies in order to emulate the behavior of the biological brain in an accurate and energy-efficient way. Integrability with CMOS technology and low power consumption make ferroelectric field-effect transistor (FEFET) an attractive candidate to perform such paradigms, particularly for image processing. In this article, we use the FEFET device to make energy-efficient oscillatory neurons as the main parts of neural networks for image processing applications, especially for edge detection. Based on our simulation results, we estimated a significant energy efficiency compared with other technologies, which shows roughly 5-120x reduction, depending on the design.
引用
收藏
页码:122 / 129
页数:8
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