Energy-efficient adaptive dependent task scheduling in cooperative vehicle-infrastructure system

被引:0
作者
Su, Beipo [1 ,2 ]
Dai, Liang [1 ,2 ]
Ju, Yongfeng [1 ]
机构
[1] Changan Univ, Sch Elect & Control Engn, Xian, Peoples R China
[2] Changan Univ, Joint Lab Internet Vehicles, Minist Educ, China Mobile Commun Corp, Xian, Peoples R China
关键词
decision making; energy consumption; Lyapunov methods; mobile computing; network topology; optimization and uncertainty; vehicular ad hoc networks; wireless sensor networks; AWARE;
D O I
10.1049/itr2.12516
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In the cooperative vehicle-infrastructure system (CVIS), due to its computation limitation, vehicles are difficult to handle computing-intensive delay-sensitive tasks, so offload tasks to roadside unit (RSU) become popular. Due to the complexity of vehicles' tasks and tasks generated by different vehicles have different delay constraints, minimize energy consumption of RSUs under task dependence and delay constraints is challenging. This paper defines the task priority queuing criterion for the task priority division problem, proposes a task scheduling strategy for energy-packet queue length tradeoff (TSET) in CVIS under RSUs distributed task scheduling problem and establishes the vehicle speed state model, task model, data queue model, task computing model and energy consumption model. After Lyapunov optimization theory transformed the optimization model, a knapsack problem was described. The simulation results verify that TSET reduces the average energy consumption of roadside units and ensures the stability of the data queue under task dependence and deadline conditions. Due to the complexity of vehicles' tasks and the tasks generated by different vehicles have different delay constraints, minimizing energy consumption of roadside units (RSUs) under task dependence and delay constraints is challenging. This paper defines the tasks priority queuing criterion for the task priority division problem, proposes a task scheme for energy-packets queue length tradeoff in a cooperative vehicle-infrastructure system under RSUs distributed task scheduling problem. image
引用
收藏
页码:1545 / 1557
页数:13
相关论文
共 37 条
[11]   LARS: A Latency-Aware and Real-Time Scheduling Framework for Edge-Enabled Internet of Vehicles [J].
Hu, Shihong ;
Li, Guanghui ;
Shi, Weisong .
IEEE TRANSACTIONS ON SERVICES COMPUTING, 2023, 16 (01) :398-411
[12]  
Iftikhar Areeba, 2022, 2022 IEEE 19th International Conference on Smart Communities: Improving Quality of Life Using ICT, IoT and AI (HONET), P069, DOI 10.1109/HONET56683.2022.10018984
[13]   Vehicular Networking: A Survey and Tutorial on Requirements, Architectures, Challenges, Standards and Solutions [J].
Karagiannis, Georgios ;
Altintas, Onur ;
Ekici, Eylem ;
Heijenk, Geert ;
Jarupan, Boangoat ;
Lin, Kenneth ;
Weil, Timothy .
IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2011, 13 (04) :584-616
[14]   Real-Time QoS Optimization for Vehicular Edge Computing With Off-Grid Roadside Units [J].
Ku, Yu-Jen ;
Chiang, Po-Han ;
Dey, Sujit .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020, 69 (10) :11975-11991
[15]   Dependency-Aware Vehicular Task Scheduling Policy for Tracking Service VEC Networks [J].
Li, Chao ;
Liu, Fagui ;
Wang, Bin ;
Chen, C. L. Philip ;
Tang, Xuhao ;
Jiang, Jun ;
Liu, Jie .
IEEE TRANSACTIONS ON INTELLIGENT VEHICLES, 2023, 8 (03) :2400-2414
[16]   EPtask: Deep Reinforcement Learning Based Energy-Efficient and Priority-Aware Task Scheduling for Dynamic Vehicular Edge Computing [J].
Li, Peisong ;
Xiao, Ziren ;
Wang, Xinheng ;
Huang, Kaizhu ;
Huang, Yi ;
Gao, Honghao .
IEEE TRANSACTIONS ON INTELLIGENT VEHICLES, 2024, 9 (01) :1830-1846
[17]   Contact-Aware Data Replication in Roadside Unit Aided Vehicular Delay Tolerant Networks [J].
Li, Yong ;
Jin, Depeng ;
Hui, Pan ;
Chen, Sheng .
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2016, 15 (02) :306-321
[18]   Network-Coding-Assisted Data Dissemination via Cooperative Vehicle-to-Vehicle/-Infrastructure Communications [J].
Liu, Kai ;
Ng, Joseph Kee-Yin ;
Wang, Junhua ;
Lee, Victor C. S. ;
Wu, Weiwei ;
Son, Sang Hyuk .
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2016, 17 (06) :1509-1520
[19]   UAV-Assisted Wireless Powered Cooperative Mobile Edge Computing: Joint Offloading, CPU Control, and Trajectory Optimization [J].
Liu, Yuan ;
Xiong, Ke ;
Ni, Qiang ;
Fan, Pingyi ;
Ben Letaief, Khaled .
IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (04) :2777-2790
[20]   Multivariate statistical and comparison analysis of chemical constituents in Arenaria kansuensis Maxim. from different regions in Qinghai-Tibet Plateau [J].
Liu, Zenggen ;
Li, Mingzhu ;
Tao, Yanduo ;
Olsen, Richard .
PHYTOCHEMICAL ANALYSIS, 2021, 32 (05) :794-803