Mobility-aware task offloading in MEC with task migration and result caching

被引:6
|
作者
Lai, Suling [1 ]
Huang, Linyu [1 ]
Ning, Qian [1 ]
Zhao, Chengping [1 ]
机构
[1] Sichuan Univ, Coll Elect & Informat Engn, Chengdu 610065, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
Computation-result caching; Multi-access edge computing; Task migration; Task offloading; User mobility; RESOURCE-ALLOCATION; EDGE; OPTIMIZATION; SYSTEMS; POWER;
D O I
10.1016/j.adhoc.2024.103411
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Numerous computation-intensive applications have emerged, demanding lower delay and energy consumption. Multi-access Edge Computing (MEC) provides task offloading services for mobile users (MUs) through proximate MUs, effectively minimizing service delay and energy consumption. However, the challenges of supporting MUs' mobility persist, and ensuring uninterrupted task offloading services from MEC servers still needs to be solved. Additionally, applications like autonomous driving generate repetitive tasks, introducing unnecessary computational overhead. This paper adopts a task migration strategy to tackle these issues, specifically addressing task offloading failure due to MU mobility. Simultaneously, a computation-result cacheassisted technique is leveraged to alleviate the burden of repetitive computation. The objective is to minimize the system cost, which consists of the processing delay and energy consumption of tasks for all MUs. The problem is modeled as an integer linear programming problem, and the optimal solution is meticulously derived. In response to the high computational complexity inherent in obtaining the optimal solution, a low-complexity heuristic algorithm (CMHA) is introduced. Simulation results demonstrate that optimal and heuristic schemes significantly reduce the overall system delay and energy consumption.
引用
收藏
页数:14
相关论文
共 50 条
  • [21] Location-Aware Task Offloading for MEC-based High Mobility Service
    Hamzah, Haziq
    Le, Duc-Tai
    Kim, Moonseong
    Choo, Hyunseung
    35TH INTERNATIONAL CONFERENCE ON INFORMATION NETWORKING (ICOIN 2021), 2021, : 708 - 711
  • [22] Mobility-Aware Traffic Offloading via Cooperative Coded Edge Caching
    Ren, Dewang
    Gui, Xiaolin
    Zhang, Kaiyuan
    Wu, Jie
    IEEE ACCESS, 2020, 8 (08): : 43427 - 43442
  • [23] Mobility-aware and Data Caching-based Task Scheduling Strategy in Mobile Edge Computing
    Kang, Linyao
    Tang, Bing
    Zhang, Li
    Tang, Lujie
    2019 IEEE INTL CONF ON PARALLEL & DISTRIBUTED PROCESSING WITH APPLICATIONS, BIG DATA & CLOUD COMPUTING, SUSTAINABLE COMPUTING & COMMUNICATIONS, SOCIAL COMPUTING & NETWORKING (ISPA/BDCLOUD/SOCIALCOM/SUSTAINCOM 2019), 2019, : 1071 - 1077
  • [24] Soft-VAN: Mobility-Aware Task Offloading in Software-Defined Vehicular Network
    Misra, Sudip
    Bera, Samaresh
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020, 69 (02) : 2071 - 2078
  • [25] Mobility-Aware Computation Offloading and Resource Allocation for NOMA MEC in Vehicular Networks
    Li, Yangqianhang
    Li, Li
    Fan, Pingzhi
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2024, 73 (08) : 11934 - 11948
  • [26] Mobility-Aware Offloading and Resource Allocation in MEC-Enabled IoT Networks
    Hu, Han
    Song, Weiwei
    Wang, Qun
    Zhou, Fuhui
    Hu, Rose Qingyang
    2020 16TH INTERNATIONAL CONFERENCE ON MOBILITY, SENSING AND NETWORKING (MSN 2020), 2020, : 554 - 560
  • [27] Mobility-Aware Computation Offloading in MEC-Based Vehicular Wireless Networks
    Vu Huy Hoang
    Tai Manh Ho
    Le, Long Bao
    IEEE COMMUNICATIONS LETTERS, 2020, 24 (02) : 466 - 469
  • [28] A Mobility-Aware Task Scheduling Model in Mobile Grid
    Xu, Yongqiang
    Yin, Ming
    INDUSTRIAL INSTRUMENTATION AND CONTROL SYSTEMS II, PTS 1-3, 2013, 336-338 : 1786 - 1791
  • [29] Mobility-Aware Task Offloading Scheme for 6G Networks With Temporal Graph and Graph Matching
    Cai, Jianhong
    Zhu, Xiaorong
    Ackah, Amuah Ebenezer
    IEEE INTERNET OF THINGS JOURNAL, 2024, 11 (11): : 20840 - 20852
  • [30] Mobility-Aware Task Offloading and Resource Allocation in UAV-Assisted Vehicular Edge Computing Networks
    Chen, Long
    Du, Jiaqi
    Zhu, Xia
    DRONES, 2024, 8 (11)