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

文献类型：期刊论文

作者Yang, Zheming1,4; Ji, Wen2,4; Wang, Zhi2,3
刊名SCIENCE CHINA-INFORMATION SCIENCES
出版日期2024-04-01
卷号67期号:4页码:2
ISSN号1674-733X
DOI10.1007/s11432-023-3957-4
英文摘要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.
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
语种英语
WOS记录号WOS:001197226200004
出版者SCIENCE PRESS
源URL[http://119.78.100.204/handle/2XEOYT63/38720]  
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.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
2.Peng Cheng Lab, Shenzhen 518055, Peoples R China
3.Tsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Shenzhen 518057, Peoples R China
4.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, 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.

入库方式： OAI收割

来源：计算技术研究所

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