Adaptive joint configuration optimization for collaborative inference in edge-cloud systems

doi:10.1007/s11432-023-3957-4

	Adaptive joint configuration optimization for collaborative inference in edge-cloud systems
	Yang, Zheming 1,4; Ji, Wen 1,3; Wang, Zhi 2,3
	2024-04-01
发表期刊	SCIENCE CHINA-INFORMATION SCIENCES
ISSN	1674-733X
卷号	67 期号:4 页码:2
摘要	ConclusionIn this study, we propose an adaptive edge-cloud collaborative inference framework that can adaptively configure data and model versions according to task requirements, and decide to transfer them to the cloud server or edge server for inference. Considering the complexity of the joint optimization problem, we decompose the original problem into two low-complexity subproblems. We then propose an adaptive two-stage robust optimization algorithm that can optimize the cost of inference tasks under the accuracy constraint. In the future, we plan to study adaptively edge-cloud collaboration strategies based on feature analysis and content preference awareness.
DOI	10.1007/s11432-023-3957-4
收录类别	SCI
语种	英语
资助项目	National Key R&D Program of China[2023YFB4502805] ; National Natural Science Foundation of China[62072440] ; Beijing Natural Science Foundation[L221004]
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Information Systems ; Engineering, Electrical & Electronic
WOS记录号	WOS:001197226200004
出版者	SCIENCE PRESS
引用统计
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/38721
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Ji, Wen
作者单位	1.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China 2.Tsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Shenzhen 518057, Peoples R China 3.Peng Cheng Lab, Shenzhen 518055, Peoples R China 4.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
推荐引用方式 GB/T 7714	Yang, Zheming,Ji, Wen,Wang, Zhi. Adaptive joint configuration optimization for collaborative inference in edge-cloud systems[J]. SCIENCE CHINA-INFORMATION SCIENCES,2024,67(4):2.
APA	Yang, Zheming,Ji, Wen,&Wang, Zhi.(2024).Adaptive joint configuration optimization for collaborative inference in edge-cloud systems.SCIENCE CHINA-INFORMATION SCIENCES,67(4),2.
MLA	Yang, Zheming,et al."Adaptive joint configuration optimization for collaborative inference in edge-cloud systems".SCIENCE CHINA-INFORMATION SCIENCES 67.4(2024):2.