Optimal Task Allocation in Vehicular Fog Networks Requiring URLLC: An Energy-Aware Perspective

计算机科学 能源消耗 计算 高效能源利用 计算卸载 分布式计算 数学优化 最大化 延迟(音频) 云计算 最优化问题 缩小 边缘计算 算法 工程类 操作系统 电气工程 电信 程序设计语言 数学
作者
Tingting Liu,Jun Li,Feng Shu,Zhu Han
出处
期刊:IEEE Transactions on Network Science and Engineering [Institute of Electrical and Electronics Engineers]
卷期号:7 (3): 1879-1890 被引量:19
标识
DOI:10.1109/tnse.2019.2955474
摘要

In order to make intelligent transportation systems (ITSs) come true, execution of a large amount of data needs to be migrated from the cloud centers to the edge nodes, especially in the scenarios requiring ultra reliable low latency communications (URLLC). In this article, we propose to study the energy-aware task allocation problem in the vehicular fog networks considering URLLC. Specifically, a requester who has some bursty computation tasks which cannot be finished within a required time by itself, needs to decide whether the nearby computation nodes can meet the latency and reliability requirements, and which nodes should be chosen. Given the required latency and reliability, the maximum computation capacity of each fog node is first calculated based on the martingale-theory-derived delay bound. Then, if the available fog nodes can accommodate the computation tasks, two different optimization problems concerning the energy efficiency maximization and the energy consumption minimization are constructed further. The corresponding solutions are also provided. Specifically, the optimal solution in maximizing the energy efficiency is not unique, while the optimal solution in minimizing the energy consumption is unique. Moreover, the latter solution is provided as a truncated-channel-inversion like policy. At last, numerical results are illustrated to demonstrate effectiveness of the proposed optimal task allocation schemes from the perspectives of the energy efficiency and the energy consumption.
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