Energy-Optimal Mobile Cloud Computing under Stochastic Wireless Channel

被引:655
|
作者
Zhang, Weiwen [1 ]
Wen, Yonggang [1 ]
Guan, Kyle [2 ]
Kilper, Dan [3 ]
Luo, Haiyun [4 ]
Wu, Dapeng Oliver [5 ]
机构
[1] Nanyang Technol Univ, Sch Comp Engn, Singapore 639798, Singapore
[2] Alcatel Lucent, Bell Labs, Holmdel, NJ 07733 USA
[3] Univ Arizona, Ctr Opt Sci, Ctr Integrated Access Networks, Tucson, AZ 85721 USA
[4] China Mobile, US Res Ctr, Milpitas, CA 95035 USA
[5] Univ Florida, Dept Elect & Comp Engn, Gainesville, FL 32611 USA
基金
美国国家科学基金会;
关键词
Energy-optimal execution; mobile application; cloud computing; lagrangian multiplier method; stochastic wireless channel; NETWORKS; DEVICES;
D O I
10.1109/TWC.2013.072513.121842
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
This paper provides a theoretical framework of energy-optimal mobile cloud computing under stochastic wireless channel. Our objective is to conserve energy for the mobile device, by optimally executing mobile applications in the mobile device (i.e., mobile execution) or offloading to the cloud (i.e., cloud execution). One can, in the former case sequentially reconfigure the CPU frequency; or in the latter case dynamically vary the data transmission rate to the cloud, in response to the stochastic channel condition. We formulate both scheduling problems as constrained optimization problems, and obtain closed-form solutions for optimal scheduling policies. Furthermore, for the energy-optimal execution strategy of applications with small output data (e. g., CloudAV), we derive a threshold policy, which states that the data consumption rate, defined as the ratio between the data size (L) and the delay constraint (T), is compared to a threshold which depends on both the energy consumption model and the wireless channel model. Finally, numerical results suggest that a significant amount of energy can be saved for the mobile device by optimally offloading mobile applications to the cloud in some cases. Our theoretical framework and numerical investigations will shed lights on system implementation of mobile cloud computing under stochastic wireless channel.
引用
收藏
页码:4569 / 4581
页数:13
相关论文
共 50 条
  • [1] A Framework for Energy-Optimal Cloud Robotic System under MIMO Wireless Channel
    Sun, Wei
    Xu, Jiabao
    Liang, Qiaokang
    Lv, Yunfeng
    [J]. 2015 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND MECHANICAL AUTOMATION (CSMA), 2015, : 113 - 118
  • [2] An Energy-Optimal Scheduling for Collaborative Execution in Mobile Cloud Computing
    Xie, Jiquan
    Dan, Lilin
    Yin, Lu
    Sun, Zhaojie
    Xiao, Yue
    [J]. 2015 INTERNATIONAL CONFERENCE AND WORKSHOP ON COMPUTING AND COMMUNICATION (IEMCON), 2015,
  • [3] Collaborative Task Execution in Mobile Cloud Computing Under a Stochastic Wireless Channel
    Zhang, Weiwen
    Wen, Yonggang
    Wu, Dapeng Oliver
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2015, 14 (01) : 81 - 93
  • [4] Energy-Optimal Scheduling of Mobile Cloud Computing Based on a Modified Lyapunov Optimization Method
    Pan, Su
    Chen, Yuqing
    [J]. IEEE TRANSACTIONS ON GREEN COMMUNICATIONS AND NETWORKING, 2019, 3 (01): : 227 - 235
  • [5] Energy-Optimal Scheduling of Mobile Cloud Computing Based on a Modified Lyapunov Optimization Method
    Pan, Su
    Chen, Yuqing
    [J]. GLOBECOM 2017 - 2017 IEEE GLOBAL COMMUNICATIONS CONFERENCE, 2017,
  • [6] Energy-Optimal Uplink Scheduling in Mobile Cloud Systems
    Pan, Su
    Wang, Shengping
    Chen, Yuqing
    Zhou, Weiwei
    [J]. WIRELESS PERSONAL COMMUNICATIONS, 2018, 102 (01) : 125 - 148
  • [7] Energy-Optimal Uplink Scheduling in Mobile Cloud Systems
    Su Pan
    Shengping Wang
    Yuqing Chen
    Weiwei Zhou
    [J]. Wireless Personal Communications, 2018, 102 : 125 - 148
  • [8] An Energy-Optimal Offloading Algorithm of Mobile Computing Based on HetNets
    Cao, Shiwei
    Tao, Xiaofeng
    Hou, Yanzhao
    Cui, Qimei
    [J]. 2015 INTERNATIONAL CONFERENCE ON CONNECTED VEHICLES AND EXPO (ICCVE), 2015, : 254 - 258
  • [9] Energy-optimal scheduling with dynamic channel acquisition in wireless downlinks
    Li, Chih-Ping
    Neely, Michael J.
    [J]. PROCEEDINGS OF THE 46TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-14, 2007, : 3113 - +
  • [10] Energy-Optimal Scheduling with Dynamic Channel Acquisition in Wireless Downlinks
    Li, Chih-ping
    Neely, Michael J.
    [J]. IEEE TRANSACTIONS ON MOBILE COMPUTING, 2010, 9 (04) : 527 - 539