Energy Efficient Task Caching and Offloading for Mobile Edge Computing

被引:214
|
作者
Hao, Yixue [1 ]
Chen, Min [1 ,2 ]
Hu, Long [1 ]
Hossain, M. Shamim [3 ]
Ghoneim, Ahmed [3 ,4 ]
机构
[1] Huazhong Univ Sci & Technol, Sch Comp Sci & Technol, Wuhan 430074, Hubei, Peoples R China
[2] Huazhong Univ Sci & Technol, Wuhan Natl Lab Optoelect, Wuhan 430074, Hubei, Peoples R China
[3] King Saud Univ, Coll Comp & Informat Sci, Dept Software Engn, Riyadh 11543, Saudi Arabia
[4] Menoufia Univ, Fac Sci, Dept Math & Comp Sci, Menoufia 32721, Egypt
来源
IEEE ACCESS | 2018年 / 6卷
关键词
Caching; computation offloading; mobile edge computing; energy efficient; ARCHITECTURE; NETWORKS;
D O I
10.1109/ACCESS.2018.2805798
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
While augment reality applications are becoming popular, more and more data-hungry and computation-intensive tasks are delay-sensitive. Mobile edge computing is expected to an effective solution to meet the low latency demand. In contrast to previous work on mobile edge computing, which mainly focus on computation offloading, this paper introduces a new concept of task caching. Task caching refers to the caching of completed task application and their related data in edge cloud. Then, we investigate the problem of joint optimization of task caching and offloading on edge cloud with the computing and storage resource constraint. We formulate this problem as mixed integer programming which is hard to solve. To solve the problem, we propose efficient algorithm, called task caching and offloading (TCO), based on alternating iterative algorithm. Finally, the simulation experimental results show that our proposed TCO algorithm outperforms others in terms of less energy cost.
引用
收藏
页码:11365 / 11373
页数:9
相关论文
共 50 条
  • [21] Energy Efficient Task Offloading in NOMA-Based Mobile Edge Computing System
    Hua, Meihui
    Tian, Hui
    Ni, Wanli
    Fan, Shaoshuai
    [J]. 2019 IEEE 30TH ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS (PIMRC), 2019, : 770 - 776
  • [22] Mobile Edge Computing Empowered Energy Efficient Task Offloading in 5G
    Yang, Lichao
    Zhang, Heli
    Li, Ming
    Guo, Jun
    Ji, Hong
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2018, 67 (07) : 6398 - 6409
  • [23] Dynamic Task Offloading for Mobile Edge Computing with Green Energy
    Ma H.
    Chen X.
    Zhou Z.
    Yu S.
    [J]. Chen, Xu (chenxu35@mail.sysu.edu.cn), 1823, Science Press (57): : 1823 - 1838
  • [24] Joint Optimization of Task Caching and Computation Offloading for Multiuser Multitasking in Mobile Edge Computing
    Zhu, Xintong
    Jia, Zongpu
    Pang, Xiaoyan
    Zhao, Shan
    [J]. ELECTRONICS, 2024, 13 (02)
  • [25] 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
  • [26] 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
  • [27] Energy-Efficient Task Offloading Using Dynamic Voltage Scaling in Mobile Edge Computing
    Li, Song
    Sun, Weibin
    Sun, Yanjing
    Huo, Yu
    [J]. IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2021, 8 (01): : 588 - 598
  • [28] Joint Task Offloading and Cache Placement for Energy-Efficient Mobile Edge Computing Systems
    Liang, Jingxuan
    Xing, Hong
    Wang, Feng
    Lau, Vincent K. N.
    [J]. IEEE WIRELESS COMMUNICATIONS LETTERS, 2023, 12 (04) : 694 - 698
  • [29] Energy-efficient Autonomic Offloading in Mobile Edge Computing
    Luo, Changqing
    Salinas, Sergio
    Li, Ming
    Li, Pan
    [J]. 2017 IEEE 15TH INTL CONF ON DEPENDABLE, AUTONOMIC AND SECURE COMPUTING, 15TH INTL CONF ON PERVASIVE INTELLIGENCE AND COMPUTING, 3RD INTL CONF ON BIG DATA INTELLIGENCE AND COMPUTING AND CYBER SCIENCE AND TECHNOLOGY CONGRESS(DASC/PICOM/DATACOM/CYBERSCI, 2017, : 581 - 588
  • [30] Energy-efficient cooperative offloading for mobile edge computing
    Shi, Wenjun
    Wu, Jigang
    Chen, Long
    Zhang, Xinxiang
    Wu, Huaiguang
    [J]. WIRELESS NETWORKS, 2023, 29 (06) : 2419 - 2435