Guest Editorial Special Section on Tiny Machine Learning in Internet of Unmanned Aerial Vehicles

被引:0
|
作者
Ning, Zhaolong [1 ]
Jamalipour, Abbas [2 ]
Zhou, Mengchu [3 ]
Jedari, Behrouz [4 ]
机构
[1] Chongqing Univ Posts & Telecommun, Sch Commun & Informat Engn, Chongqing 400065, Peoples R China
[2] Univ Sydney, Sch Elect & Comp Engn, Sydney, NSW 2006, Australia
[3] New Jersey Inst Technol, Newark, NJ 07102 USA
[4] Nokia Electr Ltd, Dept L1 DU, Espoo 02610, Finland
来源
IEEE INTERNET OF THINGS JOURNAL | 2024年 / 11卷 / 12期
关键词
AUCTION; BLOCKCHAINS; NETWORKS; ACCESS;
D O I
10.1109/JIOT.2024.3396928
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 rapid development of ubiquitous networks and smart devices, artificial intelligence-based unmanned aerial vehicles (UAVs) are drawing more and more attention. The rise in popularity of deep neural networks (DNNs) has spawned a research effort to deploy various kinds of DNN models on vehicles. They have been used to accomplish complicated vehicular tasks and enable the construction of intelligent vehicular networks. Despite the promising prospects, how to train and run them on resource-limited and hardware-constrained UAVs faces huge challenges. Furthermore, the tradeoff between accuracy and latency needs to be considered while reducing the computational cost of DNN training.
引用
收藏
页码:20879 / 20884
页数:6
相关论文
共 50 条
  • [1] Guest Editorial Special Issue on Unmanned Aerial Vehicles Over Internet of Things
    Bai, Lin
    Guvenc, Ismail
    Yu, Quan
    Zhang, Wei
    IEEE INTERNET OF THINGS JOURNAL, 2019, 6 (02) : 1636 - 1639
  • [2] Trust Management of Tiny Federated Learning in Internet of Unmanned Aerial Vehicles
    Zheng, Jie
    Xu, Jipeng
    Du, Hongyang
    Niyato, Dusit
    Kang, Jiawen
    Nie, Jiangtian
    Wang, Zheng
    IEEE INTERNET OF THINGS JOURNAL, 2024, 11 (12): : 21046 - 21060
  • [3] Guest Editorial for Special Issue on Autonomous Control of Unmanned Aerial Vehicles
    Derong Liu
    Changyin Sun
    Bin Xian
    IEEE/CAA Journal of Automatica Sinica, 2015, 2 (01) : 1 - 1
  • [4] Intrusion Detection for Unmanned Aerial Vehicles Security: A Tiny Machine Learning Model
    Wu, Yixuan
    Yang, Lin
    Zhang, Long
    Nie, Laisen
    Zheng, Li
    IEEE INTERNET OF THINGS JOURNAL, 2024, 11 (12): : 20970 - 20982
  • [5] Special Section Guest Editorial: Machine Learning in Optics
    Howe, Jonathan
    Axtell, Travis
    Iftekharuddin, Khan
    OPTICAL ENGINEERING, 2020, 59 (05)
  • [6] Guest Editorial for the TAES Special Section on Machine Learning Methods for Aerial and Space Positioning and Navigation
    Yu, Kegen
    Dunik, Jindrich
    Braasch, Michael S.
    Closas, Pau
    Dovis, Fabio
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2024, 60 (03) : 2494 - 2499
  • [7] Special Section Guest Editorial: Autonomous Vehicles
    McManamon, Paul
    Piracha, Umar
    Jameson, Steve
    Bos, Jeremy
    Stead, Robert
    OPTICAL ENGINEERING, 2023, 62 (03)
  • [8] Guest Editorial for the Special Issue on Unmanned Autonomous Vehicles
    Sesh Commuri
    Rafael Fierro
    Journal of Intelligent and Robotic Systems, 2009, 56 : 3 - 4
  • [9] Guest Editorial for the Special Issue on Unmanned Autonomous Vehicles
    Commuri, Sesh
    Fierro, Rafael
    JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2009, 56 (1-2) : 3 - 4
  • [10] Mobile Edge Computing and Machine Learning in the Internet of Unmanned Aerial Vehicles: A Survey
    Ning, Zhaolong
    Hu, Hao
    Wang, Xiaojie
    Guo, Lei
    Guo, Song
    Wang, Guoyin
    Gao, Xinbo
    ACM COMPUTING SURVEYS, 2024, 56 (01)