Computation Offloading and Resource Allocation for Mobile Edge Computing

被引:0
|
作者
Cheng, Ziqing [1 ]
Wang, Qi [1 ]
Li, Zhiyong [1 ]
Rudolph, Guenter [2 ]
机构
[1] Hunan Univ, Coll Comp Sci & Elect Engn, Key Lab Embedded & Network Comp Hunan Prov, Changsha 410082, Hunan, Peoples R China
[2] TU Dortmund, Dept Comp Sci, D-44227 Dortmund, Germany
基金
中国国家自然科学基金;
关键词
mobile edge computing; offloading; resource allocation; swarm intelligence; RADIO;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Mobile edge computing (MEC) is an emerging paradigm that integrates service environment and cloud computing service and technology at the edge of a network to reduce network traffic and enhance quality of service (QoS). It has thus attracted extensive attention as a solution to the low delay and massive computation demand in SG. In this work, we consider a multi-user MEC scenario with an MEC server in which user equipments (UEs) can choose to offload their tasks via wireless access point to an MEC server. To ensure the best QoS and minimize system cost, we formulate the sum of the task delay and energy consumption of all UFs as the optimization target, and jointly optimize the UE's offload decision and the computing resource allocation of the MEC server. Then, we propose a dynamic optimization algorithm based on ACO to tackle the proposed optimization problem. Simulation results show that the proposed method can more effectively reduce energy consumption and achieve lower latency than other baselines.
引用
收藏
页码:2735 / 2740
页数:6
相关论文
共 50 条
  • [21] Joint Optimization of Task Caching, Computation Offloading and Resource Allocation for Mobile Edge Computing
    Chen, Zhixiong
    Chen, Zhengchuan
    Ren, Zhi
    Liang, Liang
    Wen, Wanli
    Jia, Yunjian
    [J]. CHINA COMMUNICATIONS, 2022, 19 (12) : 142 - 159
  • [22] Computation Offloading and Resource Allocation for Wireless Powered Mobile Edge Computing With Latency Constraint
    Feng, Jie
    Pei, Qingqi
    Yu, F. Richard
    Chu, Xiaoli
    Shang, Bodong
    [J]. IEEE WIRELESS COMMUNICATIONS LETTERS, 2019, 8 (05) : 1320 - 1323
  • [23] Joint Optimization of Task Caching,Computation Offloading and Resource Allocation for Mobile Edge Computing
    Zhixiong Chen
    Zhengchuan Chen
    Zhi Ren
    Liang Liang
    Wanli Wen
    Yunjian Jia
    [J]. China Communications, 2022, 19 (12) : 142 - 159
  • [24] Joint Computation Offloading and Resource Allocation Optimization in Heterogeneous Networks With Mobile Edge Computing
    Zhang, Jing
    Xia, Weiwei
    Yan, Feng
    Shen, Lianfeng
    [J]. IEEE ACCESS, 2018, 6 : 19324 - 19337
  • [25] DRL-based Resource Allocation Optimization for Computation Offloading in Mobile Edge Computing
    Wu, Guowen
    Zhao, Yuhan
    Shen, Yizhou
    Zhang, Hong
    Shen, Shigen
    Yu, Shui
    [J]. IEEE INFOCOM 2022 - IEEE CONFERENCE ON COMPUTER COMMUNICATIONS WORKSHOPS (INFOCOM WKSHPS), 2022,
  • [26] Wireless and Computing Resource Allocation for Selfish Computation Offloading in Edge Computing
    Josilo, Sladana
    Dan, Gyorgy
    [J]. IEEE CONFERENCE ON COMPUTER COMMUNICATIONS (IEEE INFOCOM 2019), 2019, : 2467 - 2475
  • [27] Collaborative Computation Offloading and Resource Allocation in Satellite Edge Computing
    Wang, Ruisong
    Zhu, Weichen
    Liu, Gongliang
    Ma, Ruofei
    Zhang, Di
    Mumtaz, Shahid
    Cherkaoui, Soumaya
    [J]. 2022 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM 2022), 2022, : 5625 - 5630
  • [28] Collaborative Cache Allocation and Computation Offloading in Mobile Edge Computing
    Ndikumana, Anselme
    Ullah, Saeed
    Tuan LeAnh
    Tran, Nguyen H.
    Hong, Choong Seon
    [J]. 2017 19TH ASIA-PACIFIC NETWORK OPERATIONS AND MANAGEMENT SYMPOSIUM (APNOMS 2017): MANAGING A WORLD OF THINGS, 2017, : 366 - 369
  • [29] Multiuser Resource Allocation for Mobile-Edge Computation Offloading
    You, Changsheng
    Huang, Kaibin
    [J]. 2016 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2016,
  • [30] Delay-aware resource allocation for partial computation offloading in mobile edge cloud computing
    Yu, Lingfei
    Xu, Hongliu
    Zeng, Yunhao
    Deng, Jiali
    [J]. Pervasive and Mobile Computing, 2024, 105