Joint Optimization of Sensing and Communication for Digital Twin Edge Networks

被引:0
|
作者
Chen, Yi [1 ]
Chang, Zheng [1 ,2 ]
Hamalainen, Timo [2 ]
Min, Geyong [3 ]
机构
[1] Univ Elect Sci & Technol China, Sch Comp Sci & Engn, Chengdu 611731, Peoples R China
[2] Univ Jyvaskyla, Fac Informat Technol, POB 35, FIN-40014 Jyvaskyla, Finland
[3] Univ Exeter, Dept Comp Sci, Exeter EX4 4QF, Devon, England
基金
中国国家自然科学基金;
关键词
Digital twin; mobile edge computing; joint optimization of sensing and communication;
D O I
10.1109/GLOBECOM54140.2023.10437308
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
Digital twin (DT) technology enables the replica of physical objects and environmental statuses of a physical system, which can be used for further simulation, analysis, and prediction. By combining DT with mobile edge computing (MEC), a new paradigm called digital twin edge networks (DITEN) is able to fill the gap between physical edge networks and digital systems and provide novel services to physical devices. Due to possible failure in data sensing, balancing sensing time and successful sensing rate needs to be considered to ensure the freshness of collected data in DITEN. Additionally, an optimal data scheduling policy is necessary to ensure efficient communication between physical devices and the edge server while maintaining the accuracy of DT. Therefore, this paper proposes a joint optimization problem for the sensing and communication for DITEN. Due to the nonconvex nature of the formulated problem, we decompose the original problem into three subproblems, and an iterative optimization algorithm is proposed to minimize the system overhead of DNT realization. The effectiveness of the proposed method is evaluated through extensive simulations.
引用
收藏
页码:1783 / 1788
页数:6
相关论文
共 50 条
  • [31] Joint Optimization of Offloading and Communication Resources in Mobile Edge Computing
    Du, Chen
    Chen, Yifan
    Li, Zhiyong
    Rudolph, Guenter
    2019 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (IEEE SSCI 2019), 2019, : 2729 - 2734
  • [32] Joint Optimization of Communication and Storage Latencies for Vehicular Edge Computing
    Kishani, Mostafa
    Becvar, Zdenek
    Nikooroo, Mohammadsaleh
    Asadi, Hossein
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2024, 25 (06) : 5435 - 5449
  • [33] An evolutive framework for server placement optimization to digital twin networks
    Xiao, Lijun
    Han, Dezhi
    Weng, Tien-Hsiung
    Chen, Shaomiao
    Deng, Han
    Souri, Alireza
    Li, Kuan-Ching
    INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS, 2023, 36 (14)
  • [34] A Digital Twin Approach for Self-optimization of Mobile Networks
    Deng, Juan
    Zheng, Qingbi
    Liu, Guangyi
    Bai, Jielin
    Tian, Kaicong
    Sun, Changhao
    Yan, Yujie
    Liu, Yitong
    2021 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE WORKSHOPS (WCNCW), 2021,
  • [35] Offloading Optimization in Digital Twin-Aided UAV Networks
    Miao J.
    Zheng H.
    Xie Z.
    Lai J.
    Jiang L.
    Beijing Youdian Daxue Xuebao/Journal of Beijing University of Posts and Telecommunications, 2022, 45 (06): : 133 - 139
  • [36] Joint Optimization of Spectrum Sensing for Cognitive Radio Networks
    Luo, Ling
    Ghosh, Chittabrata
    Roy, Sumit
    2010 IEEE GLOBAL TELECOMMUNICATIONS CONFERENCE GLOBECOM 2010, 2010,
  • [37] Joint Optimization of Communication and Traffic Efficiency in Vehicular Networks
    Zhao, Long
    Wang, Fangfei
    Zheng, Kan
    Riihonen, Taneli
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2019, 68 (02) : 2014 - 2018
  • [38] Joint optimization of scheduling and congestion control in communication networks
    Andrews, Matthew
    2006 40TH ANNUAL CONFERENCE ON INFORMATION SCIENCES AND SYSTEMS, VOLS 1-4, 2006, : 1572 - 1577
  • [39] Joint optimization of transmission and propulsion in aerial communication networks
    Faqir, Omar J.
    Kerrigan, Eric C.
    Gunduz, Deniz
    2017 IEEE 56TH ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2017,
  • [40] EDGE-COCACO: TOWARD JOINT OPTIMIZATION OF COMPUTATION, CACHING, AND COMMUNICATION ON EDGE CLOUD
    Chen, Min
    Hao, Yixue
    Hu, Long
    Hossain, M. Shamim
    Ghoneim, Ahmed
    IEEE WIRELESS COMMUNICATIONS, 2018, 25 (03) : 21 - 27