Energy-Efficient Computation Offloading in Cloudlet-Based Mobile Cloud Using NSGA-II

被引:0
|
作者
Xu, Xiaolong [1 ,2 ]
Fu, Shucun [1 ]
Yuan, Yuan [3 ]
Qi, Lianyong [4 ]
Dou, Wanchun [2 ]
机构
[1] Nanjing Univ Informat Sci & Technol, Sch Comp & Software, Nanjing, Jiangsu, Peoples R China
[2] Nanjing Univ, State Key Lab Novel Software Technol, Nanjing, Jiangsu, Peoples R China
[3] Michigan State Univ, Dept Comp Sci & Engn, E Lansing, MI 48824 USA
[4] Qufu Normal Univ, Sch Informat Sci & Engn, Qufu, Peoples R China
基金
美国国家科学基金会;
关键词
computation offloading; workflow; energy; deadline; cloudlet; COSTS;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Cloudlet is a novel computing paradigm, introduced to the mobile cloud service framework, aiming to alleviate the communication delay between the mobile devices and the cloud platform. Currently, the mobile applications, modeled by the workflows, tend to be complicated and computation-intensive. Such workflows are required to be offloaded to the cloudlet or the remote cloud platform for execution. However, it is still a key challenge to determine the offloading solutions for the deadlineconstrained workflows in the cloudlet-based mobile cloud, since a cloudlet often has limited resources. In this paper, an Energyefficient Computation Offloading method, named ECO, is proposed to address the above challenge. Technically, an energy consumption model for computing tasks is established in the cloudlet-based mobile computing. Then a corresponding computation offloading method, by leveraging NSGA-II (Non-dominated Sorting Genetic Algorithm II), is designed to achieve the goal of energy saving for each mobile device, while satisfying the deadline constraints. Finally, extensive experimental evaluations are conducted to demonstrate the efficiency and effectiveness of our proposed method.
引用
收藏
页数:6
相关论文
共 50 条
  • [21] Energy-Efficient Decision Making for Mobile Cloud Offloading
    Wu, Huaming
    Sun, Yi
    Wolter, Katinka
    [J]. IEEE TRANSACTIONS ON CLOUD COMPUTING, 2020, 8 (02) : 570 - 584
  • [22] Modeling and Evaluating a Cloudlet-based Architecture for Mobile Cloud Computing
    Routaib, Hayat
    Elmachkour, Mouna
    Sabir, Essaid
    Badidi, Elarbi
    ElKoutbi, Mohammed
    [J]. 2014 9TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS: THEORIES AND APPLICATIONS (SITA'14), 2014,
  • [23] ECPM: an energy-efficient cloudlet placement method in mobile cloud environment
    Shen, Chao
    Xue, Shengjun
    Fu, Shucun
    [J]. EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2019, 2019 (1)
  • [24] ECPM: an energy-efficient cloudlet placement method in mobile cloud environment
    Chao Shen
    Shengjun Xue
    Shucun Fu
    [J]. EURASIP Journal on Wireless Communications and Networking, 2019
  • [25] Energy-Efficient Computation Offloading in Vehicular Edge Cloud Computing
    Li, Xin
    Dang, Yifan
    Aazam, Mohammad
    Peng, Xia
    Chen, Tefang
    Chen, Chunyang
    [J]. IEEE ACCESS, 2020, 8 : 37632 - 37644
  • [26] A Cloudlet-Based Approach to Tackle Network Challenges in Mobile Cloud Applications
    Tesgera, Chala
    Klein, Michael
    Juan-Verdejo, Adrian
    [J]. 14TH INTERNATIONAL CONFERENCE ON ADVANCES IN ICT FOR EMERGING REGIONS (ICTER) 2014, 2014, : 253 - 253
  • [27] Energy-Efficient and Delay-Fair Mobile Computation Offloading
    Mu, Siqi
    Zhong, Zhangdui
    Zhao, Dongmei
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020, 69 (12) : 15746 - 15759
  • [28] Discontinuous Computation Offloading for Energy-Efficient Mobile Edge Computing
    Merluzzi, Mattia
    di Pietro, Nicola
    Di Lorenzo, Paolo
    Strinati, Emilio Calvanese
    Barbarossa, Sergio
    [J]. IEEE TRANSACTIONS ON GREEN COMMUNICATIONS AND NETWORKING, 2022, 6 (02): : 1242 - 1257
  • [29] Energy-efficient computation offloading model for mobile phone environment
    Fekete, Krisztian
    Csorba, Kristof
    Forstner, Bertalan
    Feher, Marcell
    Vajk, Tamas
    [J]. 2012 IEEE 1ST INTERNATIONAL CONFERENCE ON CLOUD NETWORKING (CLOUDNET), 2012,
  • [30] Energy-Efficient Computation Offloading for Static and Dynamic Applications in Hybrid Mobile Edge Cloud System
    Bi, Jing
    Zhang, Kaiyi
    Yuan, Haitao
    Zhang, Jia
    [J]. IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING, 2023, 8 (02): : 232 - 244