Based on linear systolic array for convolutional neural network’s calculation optimization and performance analysis

Based on linear systolic array for convolutional neural network’s calculation optimization and performance analysis

Concerning the issue that the convolutional neural network (CNN) accelerator design on most FPGA ends fails to effectively use the sparsity and considering both bandwidth and energy consumption,two improved CNN calculation optimization strategies based on linear systolic array architecture are propo...

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Bibliographic Details
Main Author: Qinrang LIU,Chongyang LIU,Jun ZHOU,Xiaolong WANG
Format: Article
Language:English
Published: POSTS&TELECOM PRESS Co., LTD 2018-12-01
Series:网络与信息安全学报
Subjects:
linear systolic array
convolutional neural network
sparsity
i/o bandwidth
performance analysis
Online Access:http://www.infocomm-journal.com/cjnis/CN/10.11959/j.issn.2096-109x.2018100

Internet

http://www.infocomm-journal.com/cjnis/CN/10.11959/j.issn.2096-109x.2018100

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