Real-time Neural Network Based Identification of a Rotary-wing UAV Dynamics for Autonomous Flight

被引:0
|
作者
Samal, Mahendra Kumar [1 ]
Anavatti, Sreenatha [1 ]
Garratt, Matthew [1 ]
机构
[1] UNSW ADFA, Sch Aerosp Civil & Mech Engn, Canberra, ACT 2600, Australia
来源
2009 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY, VOLS 1-3 | 2009年
关键词
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Real time flight implementation of a Neural Network based black-box Identification (NNID) scheme to a Rotary Wing Unmanned Aerial Vehicle (RUAV) is presented in this paper. The applicability of NNID scheme for real time identification of longitudinal and lateral dynamics of the RUAV is evaluated in flight. To show the efficacy of the method for real time applications, the identification results and error statistics are provided. The challenges involved in terms of hardware implementation, computational time requirements, and real time coding are investigated and reported. Results indicate that NNID is suitable for modeling the dynamics of the RUAV in real time.
引用
收藏
页码:1019 / 1024
页数:6
相关论文
共 50 条
  • [21] Adaptive Flight Control Design for Fixed-wing UAV based on Neural Network
    Liu, Jinhua
    Wang, Xiaoli
    Zhao, Peiqi
    2022 41ST CHINESE CONTROL CONFERENCE (CCC), 2022, : 2363 - 2368
  • [22] Dynamic Models Identification for Kinematics and Energy Consumption of Rotary-Wing UAVs during Different Flight States
    Falkowski, Krzysztof
    Duda, Michal
    SENSORS, 2023, 23 (23)
  • [23] Validating the Rice neural network and the Wing Kp real-time models
    Bala, Ramkumar
    Reiff, Patricia
    SPACE WEATHER-THE INTERNATIONAL JOURNAL OF RESEARCH AND APPLICATIONS, 2014, 12 (06): : 417 - 425
  • [24] Comparison of real-time online and offline neural network models for a UAV
    Puttige, Vishwas R.
    Anavatti, Sreenatha G.
    2007 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-6, 2007, : 412 - +
  • [25] Real-time radionuclide identification in γ-emitter mixtures based on spiking neural network
    Bobin, C.
    Bichler, O.
    Lourenco, V.
    Thiam, C.
    Thevenin, M.
    APPLIED RADIATION AND ISOTOPES, 2016, 109 : 405 - 409
  • [26] Actuator Mixer Design in Rotary-Wing Mode Based on Convex Optimization Technique for Electric VTOL UAV
    Jung, Yeondeuk
    Choi, Hyungsik
    JOURNAL OF THE KOREAN SOCIETY FOR AERONAUTICAL AND SPACE SCIENCES, 2020, 48 (09) : 691 - 701
  • [27] Real-time UAV Detection based on Deep Learning Network
    Hassan, Syed Ali
    Rahim, Tariq
    Shin, Soo Young
    2019 10TH INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGY CONVERGENCE (ICTC): ICT CONVERGENCE LEADING THE AUTONOMOUS FUTURE, 2019, : 630 - 632
  • [28] Real-Time UAV Path Planning Based on LSTM Network
    Zhang, Jiandong
    Guo, Yukun
    Zheng, Lihui
    Yang, Qiming
    Shi, Guoqing
    Wu, Yong
    JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2024, 35 (02) : 374 - 385
  • [29] Real-Time UAV Path Planning Based on LSTM Network
    Zhang, Jiandong
    Guo, Yukun
    Zheng, Lihui
    Yang, Qiming
    Shi, Guoqing
    Wu, Yong
    Journal of Systems Engineering and Electronics, 2024, 35 (02) : 374 - 385
  • [30] Real-time UAV path planning based on LSTM network
    ZHANG Jiandong
    GUO Yukun
    ZHENG Lihui
    YANG Qiming
    SHI Guoqing
    WU Yong
    Journal of Systems Engineering and Electronics, 2024, 35 (02) : 374 - 385