An Intelligent Privacy Protection Scheme for Efficient Edge Computation Offloading in IoV

被引:1
|
作者
Yao, Liang [1 ]
Xu, Xiaolong [1 ,2 ]
Dou, Wanchun [2 ]
Bilal, Muhammad [3 ]
机构
[1] Nanjing Univ Informat Sci & Technol, Sch Software, Nanjing 210044, Peoples R China
[2] Nanjing Univ, State Key Lab Novel Software Technol, Nanjing 210044, Peoples R China
[3] Hankuk Univ Foreign Studies, Dept Comp & Elect Syst Engn, Yongin 17035, South Korea
基金
中国国家自然科学基金;
关键词
Industries; Privacy; Energy consumption; Transportation; Computational efficiency; Encryption; Protection; Intelligent transportation system; Deep reinforcement learning; Edge computing; Privacy protection; RESOURCE-ALLOCATION; SECURE;
D O I
10.23919/cje.2023.00.111
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
As a pivotal enabler of intelligent transportation system (ITS), Internet of vehicles (IoV) has aroused extensive attention from academia and industry. The exponential growth of computation-intensive, latency-sensitive, and privacy-aware vehicular applications in IoV result in the transformation from cloud computing to edge computing, which enables tasks to be offloaded to edge nodes (ENs) closer to vehicles for efficient execution. In ITS environment, however, due to dynamic and stochastic computation offloading requests, it is challenging to efficiently orchestrate offloading decisions for application requirements. How to accomplish complex computation offloading of vehicles while ensuring data privacy remains challenging. In this paper, we propose an intelligent computation offloading with privacy protection scheme, named COPP. In particular, an Advanced Encryption Standard-based encryption method is utilized to implement privacy protection. Furthermore, an online offloading scheme is proposed to find optimal offloading policies. Finally, experimental results demonstrate that COPP significantly outperforms benchmark schemes in the performance of both delay and energy consumption.
引用
收藏
页码:910 / 919
页数:10
相关论文
共 50 条
  • [21] Reliable Computation Offloading for Edge-Computing-Enabled Software-Defined IoV
    Hou, Xiangwang
    Ren, Zhiyuan
    Wang, Jingjing
    Cheng, Wenchi
    Ren, Yong
    Chen, Kwang-Cheng
    Zhang, Hailin
    IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (08): : 7097 - 7111
  • [22] Energy-Efficient Computation Offloading with Privacy Preservation for Edge Computing-Enabled 5G Networks
    Liu, Xihua
    Xu, Xiaolong
    Yuan, Yuan
    Zhang, Xuyun
    Doug, Wanchun
    2019 INTERNATIONAL CONFERENCE ON INTERNET OF THINGS (ITHINGS) AND IEEE GREEN COMPUTING AND COMMUNICATIONS (GREENCOM) AND IEEE CYBER, PHYSICAL AND SOCIAL COMPUTING (CPSCOM) AND IEEE SMART DATA (SMARTDATA), 2019, : 176 - 181
  • [23] A time-efficient data offloading method with privacy preservation for intelligent sensors in edge computing
    Zhanyang Xu
    Xihua Liu
    Gaoxing Jiang
    Bowei Tang
    EURASIP Journal on Wireless Communications and Networking, 2019
  • [24] Potential Game-Based Computation Offloading in Edge Computing With Heterogeneous Edge Servers
    Zhou, Zhiwei
    Pan, Li
    Liu, Shijun
    IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2025, 12 (01): : 290 - 301
  • [25] Latency and Reliability Aware Edge Computation Offloading via an Intelligent Reflecting Surface
    El Haber, Elie
    Elhattab, Mohamed
    Assi, Chadi
    Sharafeddine, Sanaa
    Kim Khoa Nguyen
    IEEE COMMUNICATIONS LETTERS, 2021, 25 (12) : 3947 - 3951
  • [26] Eisdspa: An Efficient and Secure Blockchain-Based Donation Scheme With Privacy Protection and Auditability
    Zhou, Yong
    Lei, Hong
    Bao, Zijian
    IEEE OPEN JOURNAL OF THE COMMUNICATIONS SOCIETY, 2024, 5 : 7498 - 7510
  • [27] An Efficient Computing Offloading Scheme Based on Privacy-Preserving in Mobile Edge Computing Networks
    Pang, Shanchen
    Sun, Huanhuan
    Wang, Min
    Wang, Shuyu
    Qiao, Sibo
    Xiong, Neal N.
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022
  • [28] Efficient Offloading for Minimizing Task Computation Delay of NOMA-Based Multiaccess Edge Computing
    Zhu, Bincheng
    Chi, Kaikai
    Liu, Jiajia
    Yu, Keping
    Mumtaz, Shahid
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2022, 70 (05) : 3186 - 3203
  • [29] An Efficient and Privacy Protection Communication Scheme for Smart Grid
    Guan, Albert
    Guan, D. J.
    IEEE ACCESS, 2020, 8 : 179047 - 179054
  • [30] Computation Offloading for Energy and Delay Trade-Offs With Traffic Flow Prediction in Edge Computing-Enabled IoV
    Xu, Xiaolong
    Yang, Chenyi
    Bilal, Muhammad
    Li, Weimin
    Wang, Huihui
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2023, 24 (12) : 15613 - 15623