An Auction-Based Mechanism for Task Offloading in Fog Networks

被引:2
|
作者
Zu, Yijun [1 ]
Shen, Fei [2 ,3 ]
Yan, Feng [1 ]
Yang, Yang [4 ]
Zhang, Yueyue [5 ]
Bu, Zhiyong [2 ]
Shen, Lianfeng [1 ]
机构
[1] Southeast Univ, Natl Mobile Commun Res Lab, Nanjing 210096, Peoples R China
[2] Chinese Acad Sci, Shanghai Inst Microsyst & Informat Technol, Key Lab Wireless Sensor Network & Commun, Shanghai 200050, Peoples R China
[3] Shanghai Res Ctr Wireless Commun, Shanghai 201210, Peoples R China
[4] ShanghaiTech Univ, Shanghai 201210, Peoples R China
[5] Shanghai Aecrospace Elect Technol Inst, Shanghai 201109, Peoples R China
关键词
Fog computing; task offloading; ascending-bid auction; QoS requirement;
D O I
10.1109/pimrc.2019.8904239
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
With the rapid growth of terminal equipments, the data traffic in the network has grown exponentially. In order to relieve the pressure of cloud computing on link delay, congestion and energy consumption, the promising fog computing is proposed. The fog network consists of several fog clusters. We consider a fog cluster in which a fog controller (FC) aims to schedule the idle fog nodes (FNs) to serve the task node (TN) while guaranteeing the quality of service (QoS) requirements of the TN. We design an ascending-bid auction mechanism to achieve this goal. In this mechanism, the FC is the auctioneer with the reward prices as its strategy and the FNs play the role of bidders with the task sizes as their strategies. The FC uses the bid prices to motivate the FNs to process more data for the TN. The utility function of FNs is proposed, considering the payment from the FC, the cost of task computational delay and energy consumption. The FNs determine the data sizes to be processed by maximizing their utilities. Numerical simulations indicate the satisfactory performance and verify the theoretical analysis, thereby our proposed mechanism results in a win-win solution under the condition of meeting the QoS.
引用
收藏
页码:758 / 763
页数:6
相关论文
共 50 条
  • [1] A Prototype Auction-based Mechanism for Computation Offloading in Fog-cloud Environments
    Besharati, Reza
    Rezvani, Mohammad Hossein
    [J]. 2019 IEEE 5TH CONFERENCE ON KNOWLEDGE BASED ENGINEERING AND INNOVATION (KBEI 2019), 2019, : 542 - 547
  • [2] An Efficient Auction-based Mechanism for Mobile Data Offloading
    Paris, Stefano
    Martignon, Fabio
    Filippini, Ilario
    Chen, Lin
    [J]. IEEE TRANSACTIONS ON MOBILE COMPUTING, 2015, 14 (08) : 1573 - 1586
  • [3] Auction-Based Optimal Task Offloading in Mobile Cloud Computing
    Misra, Sudip
    Wolfinger, Bernd E.
    Achuthananda, M. P.
    Chakraborty, Tuhin
    Das, Sankar N.
    Das, Snigdha
    [J]. IEEE SYSTEMS JOURNAL, 2019, 13 (03): : 2978 - 2985
  • [4] An Auction-Based Bid Prediction Mechanism for Fog-Cloud Offloading Using Q-Learning
    Besharati, Reza
    Rezvani, Mohammad Hossein
    Sadeghi, Mohammad Mehdi Gilanian
    [J]. COMPLEXITY, 2023, 2023
  • [5] Auction-Based Dependent Task Offloading for IoT Users in Edge Clouds
    Liu, Jiagang
    Zhang, Yongmin
    Ren, Ju
    Zhang, Yaoxue
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2023, 10 (06): : 4907 - 4921
  • [6] Blockchain Secured Auction-Based User Offloading in Heterogeneous Wireless Networks
    Chen, Tianrui
    Khan, Amjad Saeed
    Zheng, Gan
    Lambotharan, Sangarapillai
    [J]. IEEE WIRELESS COMMUNICATIONS LETTERS, 2020, 9 (08) : 1141 - 1145
  • [7] Auction-based Offloading for Base Station Switching Off in Heterogeneous Networks
    Bousia, Alexandra
    Kartsakli, Elli
    Antonopoulos, Angelos
    Alonso, Luis
    Verikoukis, Christos
    [J]. 2016 EUROPEAN CONFERENCE ON NETWORKS AND COMMUNICATIONS (EUCNC), 2016, : 335 - 339
  • [8] Combinatorial Auction-Based Fog Service Allocation Mechanism for IoT Applications
    Bandyopadhyay, Anjan
    Roy, Taniya Sarkar
    Sarkar, Vaskar
    Mallik, Saurav
    [J]. PROCEEDINGS OF THE CONFLUENCE 2020: 10TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING, DATA SCIENCE & ENGINEERING, 2020, : 518 - 524
  • [9] RAIM: A Reverse Auction-Based Incentive Mechanism for Mobile Data Offloading Through Opportunistic Mobile Networks
    Zhou, Huan
    Wu, Tong
    Chen, Xin
    He, Shibo
    Wu, Jie
    [J]. IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2022, 9 (06): : 3909 - 3921
  • [10] An Auction-Based Mechanism for Cooperative Sensing in Cognitive Networks
    Shi, Qiong
    Comaniciu, Cristina
    Jaffres-Runser, Katia
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2013, 12 (08) : 3649 - 3661