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面向可靠端边协同的时延保障模型
引用本文:杨鹏,张义富,李职杜,吴大鹏,王汝言.面向可靠端边协同的时延保障模型[J].北京邮电大学学报,2021,44(2):47-53.
作者姓名:杨鹏  张义富  李职杜  吴大鹏  王汝言
作者单位:1. 重庆信息通信研究院, 重庆 400065;2. 重庆邮电大学 通信与信息工程学院, 重庆 400065;3. 重庆高校市级光通信与网络重点实验室, 重庆 400065;4. 泛在感知与互联重庆市重点实验室, 重庆 400065
基金项目:国家自然科学基金项目(61771082,61871062,61901078);重庆市教委科学技术研究基金项目(KJQN201900609);重庆市高校创新团队建设计划基金项目(CXTDX201601020)
摘    要:由于无线链路状态的高度时变性,终端任务的卸载存在失败的可能性,导致任务时延恶化,甚至任务失败.针对上述问题,提出了面向可靠端边协同的时延保障模型.首先,基于嵌入式马尔可夫理论分析了任务卸载时延的统计特征;然后,基于网络演算理论推导出设备端任务计算时延的概率分布;最后,提出面向时延与可靠性感知的性能评估模型.分析结果表明,与面向平均时延或平均速率最优的决策方案相比,所提方案能够提升具有特定时延需求的任务可靠性.

关 键 词:端边协同  时延  可靠性  卸载策略  网络演算  
收稿时间:2020-08-21

Latency Guarantee Model for Reliable Edge-Node Cooperation
YANG Peng,ZHANG Yi-fu,LI Zhi-du,WU Da-peng,WANG Ru-yan.Latency Guarantee Model for Reliable Edge-Node Cooperation[J].Journal of Beijing University of Posts and Telecommunications,2021,44(2):47-53.
Authors:YANG Peng  ZHANG Yi-fu  LI Zhi-du  WU Da-peng  WANG Ru-yan
Affiliation:1. Chongqing Academy of Information and Communications Technology, Chongqing 400065, China;2. School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing 400065, China;3. Key Laboratory of Optical Communication and Networks in Chongqing, Chongqing 400065, China;4. Key Laboratory of Ubiquitous Sensing and Networking in Chongqing, Chongqing 400065, China
Abstract:Due to highly time-varying wireless link state, the terminal tasks offloading may fail, resulting in task delay deterioration or even task failure. A latency guarantee model is derived for reliable edge-node cooperation. Firstly, the statistical characteristics of task offloading delay is analyzed based on embedded Markov theory. Secondly, the probabilistic delay of task computing on device side is characterized based on network calculus theory. Finally, a performance evaluation model oriented to delay and reliability perception is proposed. Analysis validates that the proposed strategy can improve the task reliability with specific delay requirements compared with the schemes based on average delay or average rate optimization.
Keywords:edge-node cooperation  latency  reliability  task offloading strategy  network calculus  
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