Improving Seed-Based FPGA Packing with Indirect Connection for Realization of Neural Networks

doi:10.3390/electronics12122691

	Improving Seed-Based FPGA Packing with Indirect Connection for Realization of Neural Networks
	Yu, Le 1; Guo, Baojin 1; Zhi, Tian 2; Bai, Lida 3
	2023-06-01
发表期刊	ELECTRONICS
卷号	12 期号:12 页码:13
摘要	FPGAs are gaining favor among researchers in fields including artificial intelligence and big data due to their configurability and high level of parallelism. As the packing methods indisputably affect the implementation performance of FPGA chips, packing techniques play an important role in the design automation flow of FPGAs. In this paper, we propose a quantitative rule for packing priority of neural network circuits, and optimize the traditional seed-based packing methods with special primitives. The experiment result indicates that the proposed packing method achieves an average decrease of 8.45% in critical path delay compared to the VTR8.0 on Koios deep learning benchmarks.
关键词	FPGA EDA packing seed-based indirect connections
DOI	10.3390/electronics12122691
收录类别	SCI
语种	英语
WOS研究方向	Computer Science ; Engineering ; Physics
WOS类目	Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Physics, Applied
WOS记录号	WOS:001014275500001
出版者	MDPI
引用统计	被引频次：1[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/21228
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Yu, Le
作者单位	1.Beijing Technol & Business Univ, Sch Artificial Intelligence, Beijing 100048, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China 3.Shandong Cwise Microelect Technol Co Ltd, Jinan 250102, Peoples R China
推荐引用方式 GB/T 7714	Yu, Le,Guo, Baojin,Zhi, Tian,et al. Improving Seed-Based FPGA Packing with Indirect Connection for Realization of Neural Networks[J]. ELECTRONICS,2023,12(12):13.
APA	Yu, Le,Guo, Baojin,Zhi, Tian,&Bai, Lida.(2023).Improving Seed-Based FPGA Packing with Indirect Connection for Realization of Neural Networks.ELECTRONICS,12(12),13.
MLA	Yu, Le,et al."Improving Seed-Based FPGA Packing with Indirect Connection for Realization of Neural Networks".ELECTRONICS 12.12(2023):13.