Task Offloading Based on Lyapunov Optimization for MEC-Assisted Vehicular Platooning Networks

被引:21
|
作者
Cui, Taiping [1 ,2 ]
Hu, Yuyu [1 ,2 ]
Shen, Bin [1 ,2 ]
Chen, Qianbin [2 ]
机构
[1] Chongqing Univ Posts & Telecommun, Sch Commun & Informat Engn, Chongqing 400065, Peoples R China
[2] Chongqing Key Labs Mobile Commun, Chongqing 400065, Peoples R China
基金
中国国家自然科学基金;
关键词
mobile edge computing; vehicular platooning; task offloading; Lyapunov optimization; RESOURCE-ALLOCATION; EDGE;
D O I
10.3390/s19224974
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Due to limited computation resources of a vehicle terminal, it is impossible to meet the demands of some applications and services, especially for computation-intensive types, which not only results in computation burden and delay, but also consumes more energy. Mobile edge computing (MEC) is an emerging architecture in which computation and storage services are extended to the edge of a network, which is an advanced technology to support multiple applications and services that requires ultra-low latency. In this paper, a task offloading approach for an MEC-assisted vehicle platooning is proposed, where the Lyapunov optimization algorithm is employed to solve the optimization problem under the condition of stability of task queues. The proposed approach dynamically adjusts the offloading decisions for all tasks according to data parameters of current task, and judge whether it is executed locally, in other platooning member or at an MEC server. The simulation results show that the proposed algorithm can effectively reduce energy consumption of task execution and greatly improve the offloading efficiency compared with the shortest queue waiting time algorithm and the full offloading to an MEC algorithm.
引用
收藏
页数:15
相关论文
共 50 条
  • [1] Task Offloading Based on Lyapunov Optimization for MEC-assisted Platooning
    Hu, Yuyu
    Cui, Taiping
    Huang, Xiaoge
    Chen, Qianbin
    [J]. 2019 11TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS AND SIGNAL PROCESSING (WCSP), 2019,
  • [2] Latency-Energy Joint Optimization for Task Offloading and Resource Allocation in MEC-Assisted Vehicular Networks
    Cong, Yuliang
    Xue, Ke
    Wang, Cong
    Sun, Wenxi
    Sun, Shuxian
    Hu, Fengye
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2023, 72 (12) : 16369 - 16381
  • [3] Partial Offloading and Resource Allocation for MEC-Assisted Vehicular Networks
    Zhang, Haibo
    Liu, Xiangyu
    Xu, Yongjun
    Li, Dong
    Yuen, Chau
    Xue, Qing
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2024, 73 (01) : 1276 - 1288
  • [4] Minimum-Cost Offloading for Collaborative Task Execution of MEC-Assisted Platooning
    Fan, Xiayan
    Cui, Taiping
    Cao, Chunyan
    Chen, Qianbin
    Kwak, Kyung Sup
    [J]. SENSORS, 2019, 19 (04)
  • [5] A Probabilistic Approach for Cooperative Computation Offloading in MEC-Assisted Vehicular Networks
    Dai, Penglin
    Hu, Kaiwen
    Wu, Xiao
    Xing, Huanlai
    Teng, Fei
    Yu, Zhaofei
    [J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 23 (02) : 899 - 911
  • [6] Energy-Delay Minimization of Task Migration Based on Game Theory in MEC-Assisted Vehicular Networks
    Wang, Haipeng
    Lv, Tiejun
    Lin, Zhipeng
    Zeng, Jie
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2022, 71 (08) : 8175 - 8188
  • [7] Reinforcement Learning-based Task Offloading of MEC-assisted UAVs in Precision Agriculture
    Yang, Zih-Yi
    Chiu, Te-Chuan
    Sheu, Jang-Ping
    [J]. IEEE CONFERENCE ON GLOBAL COMMUNICATIONS, GLOBECOM, 2023, : 5587 - 5592
  • [8] Energy and Delay Minimization Based on Game Theory in MEC-Assisted Vehicular Networks
    Wang, Haipeng
    Lv, Tiejun
    Lin, Zhipeng
    Zeng, Jie
    [J]. 2021 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS WORKSHOPS (ICC WORKSHOPS), 2021,
  • [9] Task Offloading Based on Vehicular Edge Computing for Autonomous Platooning
    Nam, Sanghyuck
    Kwak, Suhwan
    Lee, Jaehwan
    Park, Sangoh
    [J]. Computer Systems Science and Engineering, 2023, 46 (01): : 659 - 670
  • [10] Federated reinforcement learning based task offloading approach for MEC-assisted WBAN-enabled IoMT
    Consul, Prakhar
    Budhiraja, Ishan
    Arora, Ruchika
    Garg, Sahil
    Choi, Bong Jun
    Hossain, M. Shamim
    [J]. ALEXANDRIA ENGINEERING JOURNAL, 2024, 86 : 56 - 66