Traffic Routing-Based Computation Offloading in Cybertwin-Driven Internet of Vehicles for V2X Applications

计算机科学 计算卸载 云计算 计算机网络 互联网 计算 分布式计算 延迟(音频) 布线(电子设计自动化) GSM演进的增强数据速率 边缘计算 算法 电信 操作系统 万维网
作者
Buyun Ma,Zhiyuan Ren,Wenchi Cheng
出处
期刊:IEEE Transactions on Vehicular Technology [Institute of Electrical and Electronics Engineers]
卷期号:71 (5): 4551-4560 被引量:3
标识
DOI:10.1109/tvt.2021.3134715
摘要

With the rapid development of the Internet of Vehicles (IoV), a lot of Vehicle-to-Everything (V2X) applications have sprung up. To tackle the conflict between the resource-hungry V2X applications and the resource-constrained vehicles, most works focus on the computation offloading problem, which is significant to V2X applications by bringing computation tasks from the vehicles to the edge or cloud infrastructure. However, the dynamic network conditions caused by the mobility of vehicles will bring task migration and huge additional costs, resulting in poor latency performance. Motivated by the aforementioned problem, a traffic routing-based computation offloading scheme in cybertwin-driven IoV for V2X applications is proposed, in which cybertwin represents the network hardware devices and the network software functions. Moreover, according to the cybertwin-driven IoV network architecture, the traffic routing-based computation offloading problem is formulated. Finally, to avoid the inconsistency between the data transmission direction and the vehicle’s movement direction, the enhanced Heterogeneous Earliest Finish Time (eHEFT) algorithm is designed, which introduces the gradient routing into the traditional HEFT algorithm. Performance evaluation results validate that the proposed joint optimization scheme is indeed capable of reducing latency.
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