Task Scheduling and Resource Management in MEC-Enabled Computing Networks

被引:0
|
作者
Feng, Jie [1 ,2 ,3 ]
Zhang, Wenjing [4 ]
Liu, Lei [1 ,2 ]
Du, Jianbo [3 ]
Xiao, Ming [5 ]
Pei, Qingqi [1 ]
机构
[1] Xidian Univ, Sch Telecommun Engn, State Key Lab ISN, Xian, Shaanxi, Peoples R China
[2] Xidian Univ, Guangzhou Inst Technol, Xian, Peoples R China
[3] Xian Univ Posts & Telecommun, Shaanxi Key Lab Informat Commun, Xian 710121, Peoples R China
[4] Univ Guelph, Guelph, ON N1G 2W1, Canada
[5] KTH Royal Inst Technol, Div Informat Sci & Engn, Stockholm, Sweden
基金
中国国家自然科学基金;
关键词
Mobile edge computing (MEC); Total cost saving; Network stability; Resource allocation; EDGE; ENERGY;
D O I
10.1007/978-3-030-94763-7_10
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The rapid development of the fifth generation (5G) promotes a variety of new applications, which will pose a huge challenge to the computing resources of networks. Computing networks is a promising technology, which can provide ubiquitous computing resources for applications in 5G. However, resource optimization in computing networks is still an open problem. In this paper, we propose a novel resource allocation framework for computing networks to investigate the energy consumption minimization problem in terms of delay constraint. To tackle the problem, we propose a dynamic task scheduling and resource allocation algorithm to utilizing the Lyapunov optimization method, which doesn't need to know any prior knowledge of networks. In order to reduce the complexity of solving the problem, we decompose the original problem into several sub-problem to solve. Particulary, the solutions of transmit power and subcarrier assignment are obtained by using the Lagrangian dual decomposition method. The solutions of computation time, postponing time, and CPU-cycle frequency are achieved in the closed form. Simulation results show that the performance of the proposed algorithms and can achieve the tradeoff between the average delay and the average energy consumption.
引用
收藏
页码:127 / 137
页数:11
相关论文
共 50 条
  • [21] Optimizing jointly mining decision and resource allocation in a MEC-enabled blockchain networks
    Abdel-Basset, Mohamed
    Mohamed, Reda
    Hezam, Ibrahim M.
    Sallam, Karam M.
    Alshamrani, Ahmad M.
    Hameed, Ibrahim A.
    JOURNAL OF KING SAUD UNIVERSITY-COMPUTER AND INFORMATION SCIENCES, 2023, 35 (09)
  • [22] Resource Management in UAV Enabled MEC Networks
    Abrar, Muhammad
    Almohaimeed, Ziyad M.
    Ajmal, Ushna
    Akram, Rizwan
    Masroor, Rooha
    Hussain, Muhammad Majid
    CMC-COMPUTERS MATERIALS & CONTINUA, 2023, 74 (03): : 4847 - 4860
  • [23] MEC-Enabled Fine-Grained Task Offloading for UAV Networks in Urban Environments
    Yu, Sicong
    Zheng, Huiji
    Ma, Caihong
    SUSTAINABILITY, 2022, 14 (21)
  • [24] A Survey on Mobility Management for MEC-enabled Systems
    Mehrabi, Mahshid
    Salah, Hani
    Fitzek, Frank H. P.
    2019 IEEE 2ND 5G WORLD FORUM (5GWF), 2019, : 259 - 263
  • [25] MEC-Enabled Task Replication With Resource Allocation for Reliability-Sensitive Services in 5G mMTC Networks
    Huang, Rui
    Wen, Wushao
    Zhou, Zhi
    Dong, Chongwu
    Chen, Xu
    IEEE TRANSACTIONS ON SERVICES COMPUTING, 2025, 18 (01) : 253 - 269
  • [26] Energy Minimization for MEC-enabled Cellular-Connected UAV: Trajectory Optimization and Resource Scheduling
    Lv, Zhaohua
    Hao, Jianjun
    Guo, Yijun
    IEEE INFOCOM 2020 - IEEE CONFERENCE ON COMPUTER COMMUNICATIONS WORKSHOPS (INFOCOM WKSHPS), 2020, : 478 - 483
  • [27] A Distributed Control Plane Architecture for Handover Management in MEC-enabled Vehicular Networks
    Shah, Syed Danial Ali
    Gregory, Mark A.
    Li, Shuo
    2021 31ST INTERNATIONAL TELECOMMUNICATION NETWORKS AND APPLICATIONS CONFERENCE (ITNAC), 2021, : 188 - 191
  • [28] Quantum-Assisted Online Task Offloading and Resource Allocation in MEC-Enabled Satellite-Aerial-Terrestrial Integrated Networks
    Zhang, Yu
    Gong, Yanmin
    Fan, Lei
    Wang, Yu
    Han, Zhu
    Guo, Yuanxiong
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2025, 24 (05) : 3878 - 3889
  • [29] Fuzzy Decision-Based Efficient Task Offloading Management Scheme in Multi-Tier MEC-Enabled Networks
    Hossain, Md Delowar
    Sultana, Tangina
    Hossain, Md Alamgir
    Hossain, Md Imtiaz
    Huynh, Luan N. T.
    Park, Junyoung
    Huh, Eui-Nam
    SENSORS, 2021, 21 (04) : 1 - 26
  • [30] Long Term Max-min Fairness Guarantee Mechanism: Adaptive Task Splitting and Resource Allocation in MEC-enabled Networks
    Jing, Zewei
    Yang, Qinghai
    Qin, Meng
    Kwak, Kyung Sup
    2019 IEEE 30TH INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS (IEEE PIMRC WORKSHOPS), 2019,