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A Novel Convolution Computing Paradigm Based on NOR Flash Array With High Computing Speed and Energy Efficiency

delete2019-05-01
delete43
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OA
AI
R
Runze Han
P
Peng Huang
Y
Yachen Xiang
C
Chen Liu
Z
Zhen Dong
Z
Zhiqiang Su
Y
Yongbo Liu
L
Lu Liu
X
Xiaoyan Liu
J
Jinfeng Kang *
DOI:10.1109/TCSI.2018.2885574delete
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摘要

摘要

En 中文
Convolution is one of the key operations in signal processing and machine learning applications. In this paper, we propose a novel convolution computing paradigm based on the NOR Flash array (NFA) that is capable of executing the 2-D convolution computing in one clock cycle. In order to demonstrate the feasibility and efficiency of the proposed convolution computing paradigm, the feature extraction task on an image with the size of 20 x 20 is executed using the NFA structure. We also prove the NOR Flash-driven convolution computing is capable of processing the image with a larger size. This paper presents a new approach to realize convolution computing with high speed and energy efficiency for the signal processing and convolution neural network.
Keyword:
Convolution
Flash memories
in-memory computing
digital signal processing
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期刊

IEEE Transactions on Circuits and Systems I-Regular Papers 封面图
IEEE Transactions on Circuits and Systems I-Regular Papers
IF:
5.2
论文数:
9.8K
被引数:
2.2W

机构

P
peking university
学者数:
11.9W
论文数: 8.7W
被引数: 146
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