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
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
  • [41] Real-time watermark reconstruction for the identification of source information based on deep neural network
    Rishi Sinhal
    Irshad Ahmad Ansari
    Deepak Kumar Jain
    Journal of Real-Time Image Processing, 2020, 17 : 2077 - 2095
  • [42] Real-time watermark reconstruction for the identification of source information based on deep neural network
    Sinhal, Rishi
    Ansari, Irshad Ahmad
    Jain, Deepak Kumar
    JOURNAL OF REAL-TIME IMAGE PROCESSING, 2020, 17 (06) : 2077 - 2095
  • [43] A neural network based real-time gaze tracker
    Piratla, NM
    Jayasumana, AP
    JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 2002, 25 (03) : 179 - 196
  • [44] A Real-Time Neural Network based Color Classifier
    Penharbel, Eder Augusto
    Goncalves, Ben Hur
    Francelin Romero, Roseli Aparecida
    2008 5TH LATIN AMERICAN ROBOTICS SYMPOSIUM (LARS 2008), 2008, : 35 - 39
  • [45] An Autonomous Real-Time Neural Signal Processor
    Peng, Chung-Ching
    Bashirullah, Rizwan
    2009 4TH INTERNATIONAL IEEE/EMBS CONFERENCE ON NEURAL ENGINEERING, 2009, : 658 - +
  • [46] Real-time multi-network based identification with dynamic selection implemented for a low cost UAV
    Puttige, Vishwas R.
    Anavatti, Sreenatha G.
    2007 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOLS 1-8, 2007, : 2195 - 2200
  • [47] Accurate real-time UAV flight-mode classification
    Georgiou, Nikolaos
    Kolios, Panayiotis
    PROCEEDINGS OF THE 2022 IFIP/IEEE 30TH INTERNATIONAL CONFERENCE ON VERY LARGE SCALE INTEGRATION (VLSI-SOC), 2022,
  • [48] Autonomous control system and real-time simulation platform for UAV
    Zhang Yan
    Zhou Rui
    Yu Zhouyi
    Chen Zongji
    SENSORS, AUTOMATIC MEASUREMENT, CONTROL, AND COMPUTER SIMULATION, PTS 1 AND 2, 2006, 6358
  • [49] A Computationally Efficient Approach for NN Based System Identification of a Rotary Wing UAV
    Samal, Mahendra Kumar
    Anavatti, Sreenatha
    Ray, Tapabrata
    Garratt, Matthew
    INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2010, 8 (04) : 727 - 734
  • [50] A computationally efficient approach for NN based system identification of a rotary wing UAV
    Mahendra Kumar Samal
    Sreenatha Anavatti
    Tapabrata Ray
    Matthew Garratt
    International Journal of Control, Automation and Systems, 2010, 8 : 727 - 734