Optimization of computational offloading in the mobile edge: a game theoretic approach

被引:0
|
作者
Abdelkarim Ait Temghart [1 ]
Mbarek Marwan [2 ]
Mohamed Baslam [1 ]
机构
[1] FST,TIAD Laboratory
[2] Sultan Moulay Slimane University,ENSIAS
[3] Mohamed V University,undefined
关键词
Game theory; Non-cooperative game; Edge computing; Pricing; Security; Quality of service; Price of anarchy;
D O I
10.1007/s10586-024-04886-6
中图分类号
学科分类号
摘要
With the rise of Fifth-Generation (5 G) networks, smart applications are becoming increasingly computation-intensive and latency-sensitive. To address these challenges, this paper introduces a novel intelligent broker-based architecture to manage distributed computing and dynamic workloads in Mobile Edge Computing (MEC) environments. Additionally, we propose a duopoly competition model to analyze the impact of price, Quality of Service (QoS) in terms of response time, and security on task offloading. A crucial aspect of this work is the use of the Price of Anarchy (PoA) to evaluate the effects of selfish behavior among Edge Providers (EPs) on system performance. Experimental results show that the proposed model quickly converges to a stable Nash Equilibrium (NE), defining an optimal offloading scheme that balances cost, service quality, and security, while ensuring fair competition among EPs.
引用
收藏
相关论文
共 50 条
  • [1] A two-level game theoretic approach for task offloading in mobile edge computing
    Li, Fei
    Ge, Erqian
    Hu, Wanyue
    Xia, Rongsheng
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2024, 136
  • [2] A Game Theoretic Approach to Task Offloading for Multi-Data-Source Tasks in Mobile Edge Computing
    Chen, Shuyu
    Sun, Shiyong
    Chen, Haopeng
    Ruan, Jinteng
    Wang, Ziming
    19TH IEEE INTERNATIONAL SYMPOSIUM ON PARALLEL AND DISTRIBUTED PROCESSING WITH APPLICATIONS (ISPA/BDCLOUD/SOCIALCOM/SUSTAINCOM 2021), 2021, : 776 - 784
  • [3] Efficient Multi-Channel Computation Offloading for Mobile Edge Computing: A Game-Theoretic Approach
    Chu, Shuhui
    Fang, Zhiyi
    Song, Shinan
    Zhang, Zhanyang
    Gao, Chengxi
    Xu, Chengzhong
    IEEE TRANSACTIONS ON CLOUD COMPUTING, 2022, 10 (03) : 1738 - 1750
  • [4] A Game-Theoretic Approach to Computation Offloading in Satellite Edge Computing
    Wang, Yuxuan
    Yang, Jun
    Guo, Xiye
    Qu, Zhi
    IEEE ACCESS, 2020, 8 : 12510 - 12520
  • [5] A Bayesian Game Theoretic Approach to Task Offloading in Edge and Cloud Computing
    Guglielmi, Anna V.
    Levorato, Marco
    Badia, Leonardo
    2018 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS WORKSHOPS (ICC WORKSHOPS), 2018,
  • [6] A game-theoretic approach to computation offloading in mobile cloud computing
    Valeria Cardellini
    Vittoria De Nitto Personé
    Valerio Di Valerio
    Francisco Facchinei
    Vincenzo Grassi
    Francesco Lo Presti
    Veronica Piccialli
    Mathematical Programming, 2016, 157 : 421 - 449
  • [7] A Potential Game Theoretic Approach to Computation Offloading Strategy Optimization in End-Edge-Cloud Computing
    Ding, Yan
    Li, Kenli
    Liu, Chubo
    Li, Keqin
    IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2022, 33 (06) : 1503 - 1519
  • [8] A game-theoretic approach to computation offloading in mobile cloud computing
    Cardellini, Valeria
    Persone, Vittoria De Nitto
    Di Valerio, Valerio
    Facchinei, Francisco
    Grassi, Vincenzo
    Lo Presti, Francesco
    Piccialli, Veronica
    MATHEMATICAL PROGRAMMING, 2016, 157 (02) : 421 - 449
  • [9] A review on the computation offloading approaches in mobile edge computing: A game-theoretic perspective
    Shakarami, Ali
    Shahidinejad, Ali
    Ghobaei-Arani, Mostafa
    SOFTWARE-PRACTICE & EXPERIENCE, 2020, 50 (09): : 1719 - 1759
  • [10] A Game Theoretic Analysis of Selfish Mobile Computation Offloading
    Josilo, Sladana
    Dan, Gyorgy
    IEEE INFOCOM 2017 - IEEE CONFERENCE ON COMPUTER COMMUNICATIONS, 2017,