Year
Month
(Conference Paper) Joint D2D Collaboration and Task Offloading for Edge Computing: A Mean Field Graph Approach
Xiong Wang 王雄 ¹, Jiancheng Ye ², John C.S. Lui 呂自成 ¹
¹ The Chinese University of Hong Kong
香港中文大学
² Network Technology Lab and Hong Kong Research Center, Huawei Technologies Co., Ltd.
华为技术有限公司 网络技术实验室 香港研发中心
2021 IEEE/ACM 29th International Symposium on Quality of Service (IWQOS), 2021-08-26
Abstract

Mobile edge computing (MEC) facilitates computation offloading to edge server, as well as task processing via device-to-device (D2D) collaboration. Existing works mainly focus on centralized network-assisted offloading solutions, which are unscalable to scenarios involving collaboration among massive users. In this paper, we propose a joint framework of decentralized D2D collaboration and efficient task offloading for a large-population MEC system. Specifically, we utilize the power of two choices for D2D collaboration, which enables users to beneficially assist each other in a decentralized manner.

Due to short-range D2D communication and user movements, we formulate a mean field model on a finite-degree and dynamic graph to analyze the state evolution of D2D collaboration. We derive the existence, uniqueness and convergence of the state stationary point so as to provide a tractable collaboration performance. Complementing this D2D collaboration, we further build a Stackelberg game to model users’ task offloading, where edge server is the leader to determine a service price, while users are followers to make offloading decisions. By embedding the Stackelberg game into Lyapunov optimization, we develop an online offloading and pricing scheme, which could optimize server’s service utility and users’ system cost simultaneously. Extensive evaluations show that our D2D collaboration can mitigate users’ workloads by 73.8% and task offloading can achieve high energy efficiency.
Joint D2D Collaboration and Task Offloading for Edge Computing: A Mean Field Graph Approach_1
Joint D2D Collaboration and Task Offloading for Edge Computing: A Mean Field Graph Approach_2
Joint D2D Collaboration and Task Offloading for Edge Computing: A Mean Field Graph Approach_3
  • Dynamic interactive bitwise meta-holography with ultra-high computational and display frame rates
  • Yuncheng Liu, Ke Xu, Xuhao Fan, Xinger Wang, Xuan Yu, Wei Xiong, Hui Gao
  • Opto-Electronic Advances
  • 2024-01-25
  • Multi-dimensional multiplexing optical secret sharing framework with cascaded liquid crystal holograms
  • Keyao Li, Yiming Wang, Dapu Pi, Baoli Li, Haitao Luan, Xinyuan Fang, Peng Chen, Yanqing Lu, Min Gu
  • Opto-Electronic Advances
  • 2024-01-25
  • Physics-informed deep learning for fringe pattern analysis
  • Wei Yin, Yuxuan Che, Xinsheng Li, Mingyu Li, Yan Hu, Shijie Feng, Edmund Y. Lam, Qian Chen, Chao Zuo
  • Opto-Electronic Advances
  • 2024-01-25
  • Advancing computer-generated holographic display thanks to diffraction model-driven deep nets
  • Vittorio Bianco, Pietro Ferraro
  • Opto-Electronic Advances
  • 2024-01-16
  • Inverse design for material anisotropy and its application for a compact X-cut TFLN on-chip wavelength demultiplexer
  • Jiangbo Lyu, Tao Zhu, Yan Zhou, Zhenmin Chen, Yazhi Pi, Zhengtong Liu, Xiaochuan Xu, Ke Xu, Xu Ma, Lei Wang, Zizheng Cao, Shaohua Yu
  • Opto-Electronic Science
  • 2024-01-09
  • Improved spatiotemporal resolution of anti-scattering super-resolution label-free microscopy via synthetic wave 3D metalens imaging
  • Yuting Xiao, Lianwei Chen, Mingbo Pu, Mingfeng Xu, Qi Zhang, Yinghui Guo, Tianqu Chen, Xiangang Luo
  • Opto-Electronic Science
  • 2024-01-05
  • Wide-spectrum optical synthetic aperture imaging via spatial intensity interferometry
  • Chunyan Chu, Zhentao Liu, Mingliang Chen, Xuehui Shao, Guohai Situ, Yuejin Zhao, Shensheng Han
  • Opto-Electronic Advances
  • 2023-3-10
  • Flat soliton microcomb source
  • Xinyu Wang, Xuke Qiu, Mulong Liu, Feng Liu, Mengmeng Li, Linpei Xue, Bohan Chen, Mingran Zhang, Peng Xie
  • Opto-Electronic Science
  • 2023-12-29
  • Smart palm-size optofluidic hematology analyzer for automated imaging-based leukocyte concentration detection
  • Deer Su, Xiangyu Li, Weida Gao, Qiuhua Wei, Haoyu Li, Changliang Guo, Weisong Zhao
  • Opto-Electronic Science
  • 2023-12-28
  • Exceptional-point-enhanced sensing in an all-fiber bending sensor
  • Zheng Li, Jingxu Chen, Lingzhi Li, Jiejun Zhang, Jianping Yao
  • Opto-Electronic Advances
  • 2023-12-12
  • All-optical object identification and three-dimensional reconstruction based on optical computing metasurface
  • Dingyu Xu, Wenhao Xu, Qiang Yang, Wenshuai Zhang, Shuangchun Wen, Hailu Luo,
  • Opto-Electronic Advances
  • 2023-12-12



  • Driver's Illegal Driving Behavior Detection with SSD Approach                                Clean: Minimize Switch Queue Length via Transparent ECN-proxy in Campus Networks
    About
    |
    Contact
    |
    Copyright © PubCard