Task Demand Oriented Lite Edge Communications for IoT

被引:0
|
作者
Zhang, Junying [1 ,4 ,5 ]
Du, Qinghe [1 ,4 ,5 ]
Ren, Yijing [2 ]
Zhang, Shijiao [1 ,4 ,5 ]
Zheng, Hancong [1 ,4 ,5 ]
Wei, Xueyong [3 ]
Qi, Yonghong [3 ]
Zhang, Yuhao [1 ,4 ,5 ]
机构
[1] Xi An Jiao Tong Univ, Sch Informat & Commun Engn, Xian 710049, Peoples R China
[2] Kings Coll London, Dept Engn, London WC2R 2LS, England
[3] Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R China
[4] Shaanxi Smart Networks & Ubiquitous Access Res Ct, Xian 710049, Peoples R China
[5] Natl Simulat Educ Ctr Commun & Informat Syst, Xian 710049, Peoples R China
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
Task-oriented communications; IoT; LoRa; Edge semantic;
D O I
10.1109/VTC2024-SPRING62846.2024.10683473
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the emergence of the sixth generation (6G) era, ubiquitous sensing and machine intelligence have emerged as the primary motivation for the development of large-scale Internet of Things (IoT) systems. However, the limited communication capabilities of IoT devices are often constrained by costs and further inhibit their full potential. Nowadays sensor technologies are rapidly evolving, offering improved accuracy and update rates for environmental perception. Considering this, the challenge faced by 6G IoT lies in the increasing data payload from sensing and the constrained communication capacity. To this end, lite communication solutions for IoT are investigated in this paper. By integrating task-oriented communication concepts with sensing objectives, we extract and represent semantic information from sensor nodes. Subsequently, this information is transmitted to edge nodes via wireless transmission for analysis and processing of sensory data. This approach effectively reduces redundant data transmission, thus achieving lite communication in IoT. Based on these principles, a lite edge task-oriented communication system architecture tailored for IoT applications is proposed. Specifically, we implement and evaluate the IoT communication module and the edge task-oriented module, demonstrating that the proposed system reduces resource consumption by 99% and significantly alleviates the transmission payload of IoT. Through leveraging low-speed IoT transmission protocols and high-precision sensors, our system effectively supports a wide range of sensing tasks.
引用
收藏
页数:5
相关论文
共 50 条
  • [21] Collaborative Task Scheduling for IoT-Assisted Edge Computing
    Kim, Youngjin
    Song, Chiwon
    Han, Hyuck
    Jung, Hyungsoo
    Kang, Sooyong
    IEEE ACCESS, 2020, 8 (08): : 216593 - 216606
  • [22] Task Allocation in Extreme Edge Computing for Complex IoT Services
    El-Khatib, Rawan F.
    Elsayed, Sara A.
    Zorba, Nizar
    Hassanein, Hossam S.
    2024 IEEE CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, CCECE 2024, 2024, : 119 - 120
  • [23] An Evolutionary Algorithm for Task Clustering and Scheduling in IoT Edge Computing
    Yousif, Adil
    Bashir, Mohammed Bakri
    Ali, Awad
    MATHEMATICS, 2024, 12 (02)
  • [24] Stacked Intelligent Metasurfaces for Task-Oriented Semantic Communications
    Huang, Guojun
    An, Jiancheng
    Yang, Zhaohui
    Gan, Lu
    Bennis, Mehdi
    Debbah, Merouane
    IEEE WIRELESS COMMUNICATIONS LETTERS, 2025, 14 (02) : 310 - 314
  • [25] Task-Oriented Multi-User Semantic Communications
    Xie, Huiqiang
    Qin, Zhijin
    Tao, Xiaoming
    Letaief, Khaled B.
    IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2022, 40 (09) : 2584 - 2597
  • [26] Joint Task Offloading and Resource Allocation for IoT Edge Computing With Sequential Task Dependency
    An, Xuming
    Fan, Rongfei
    Hu, Han
    Zhang, Ning
    Atapattu, Saman
    Tsiftsis, Theodoros A.
    IEEE INTERNET OF THINGS JOURNAL, 2022, 9 (17) : 16546 - 16561
  • [27] Joint Schedule of Task- and Data-Oriented Communications
    Li, Ran
    Huang, Chuan
    Qin, Xiaoqi
    Jiang, Shengpei
    Ma, Nan
    Cui, Shuguang
    2022 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM 2022), 2022, : 2692 - 2697
  • [28] Securitization of cloud, edge and IoT communications through hardware accelerations/offloadings
    Pismenny, Boris
    Olmos, J. J. Vegas
    Zack, Yoray
    Liss, Liran
    Domeke, Afra
    Stan, Catalina Ioana
    Garcia, Carlos Rubio
    Monroy, Idelfonso Tafur
    Kokkinos, Panagiotis
    Kretsis, Aristotelis
    Varvarigos, Manos
    2021 IEEE INTERNATIONAL MEDITERRANEAN CONFERENCE ON COMMUNICATIONS AND NETWORKING (IEEE MEDITCOM 2021), 2021, : 61 - 64
  • [29] Task offloading under deterministic demand for vehicular edge computing
    Li, Haotian
    Li, Xujie
    Shen, Fei
    ETRI JOURNAL, 2023, 45 (04) : 627 - 635
  • [30] Task Demand-Oriented Collaborative Offloading and Deployment Strategy in Software-Defined UAV-Assisted Edge Networks
    Yan, Junjie
    Wang, Wenli
    Liu, Jingxian
    Deng, Junyi
    Yuan, Haohao
    Zhu, Yaxin
    IEEE SENSORS JOURNAL, 2025, 25 (01) : 1641 - 1655