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作 者:Wenji He Haipeng Yao Huan Chang Yunjie Liu
机构地区:[1]School of Information and Communication Engineering,Beijing University of Posts and Telecommunications,Beijing 100876,China [2]School of Information and Electronics,Beijing Institute of Technology,Beijing 100081,China
出 处:《Tsinghua Science and Technology》2025年第1期171-185,共15页清华大学学报自然科学版(英文版)
基 金:supported by the funding from the National Natural Science Foundation of China(Nos.62325203 and U22B2033);in part by the General Artificial Intelligence computing Chip project for training in 2022(No.CEIEC-2022-ZM02-0244)from Kunlunxin(Beijing)Technology Co.,LTDt;in part by the BUPT Excellent Ph.D.Students Foundation(No.CX2023147).
摘 要:With various service types including massive machine-type communication(mMTC)and ultra-reliable low-latency communication(URLLC),fifth generation(5G)networks require advanced resources management strategies.As a method to segment network resources logically,network slicing(NS)addresses the challenges of heterogeneity and scalability prevalent in these networks.Traditional software-defined networking(SDN)technologies,lack the flexibility needed for precise control over network resources and fine-grained packet management.This has led to significant developments in programmable switches,with programming protocol-independent packet processors(P4)emerging as a transformative programming language.P4 endows network devices with flexibility and programmability,overcoming traditional SDN limitations and enabling more dynamic,precise network slicing implementations.In our work,we leverage the capabilities of P4 to forge a groundbreaking closed-loop architecture that synergizes the programmable data plane with an intelligent control plane.We set up a token bucket-based bandwidth management and traffic isolation mechanism in the data plane,and use the generative diffusion model to generate the key configuration of the strategy in the control plane.Through comprehensive experimentation,we validate the effectiveness of our architecture,underscoring its potential as a significant advancement in 5G network traffic management.
关 键 词:network slicing P4 traffic isolation bandwidth management diffusion model
分 类 号:TP3[自动化与计算机技术—计算机科学与技术]
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