Fuzzy logic controller for predictive vision-based target tracking with an unmanned aerial vehicle

被引:18
|
作者
Harik, El Houssein Chouaib [1 ]
Guerin, Francois [3 ]
Guinand, Frederic [1 ,2 ]
Brethe, Jean-Francois [3 ]
Pelvillain, Herve [4 ]
Parede, Jean-Yves [3 ]
机构
[1] Univ Normandie, LITIS, Le Havre, France
[2] Univ Cardinal Stefan Wyszynski, UKSW, Warsaw, Poland
[3] Univ Normandie, GREAH, Le Havre, France
[4] Univ Normandie, IUT GEII, Le Havre, France
关键词
Fuzzy logic sets; unmanned aerial vehicle; vision-based target tracking; augmented reality; PURSUIT-EVASION GAMES;
D O I
10.1080/01691864.2016.1271500
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
We present in this paper a Fuzzy Logic Controller (FLC) combined with a predictive algorithm to track an Unmanned Ground Vehicle (UGV), using an Unmanned Aerial Vehicle (UAV). The UAV is equipped with a down facing camera. The video flow is sent continuously to a ground station to be processed in order to extract the location of the UGV and send the commands back to the UAV to follow autonomously the UGV. To emulate an experienced UAVs pilot, we propose a fuzzy-logic set of rules. Double Exponential Smoothing algorithm is used to filter the measurements and give the predictive value of the errors in the image plan. The FLC inputs are the filtered errors (UGV position) in the image plan and the derivative of its predicted value. The outputs are pitch and roll commands to be sent to the UAV. We show the efficiency of the proposed controller experimentally, and discuss the improvement of the tracking results compared to our previous work.
引用
收藏
页码:368 / 381
页数:14
相关论文
共 50 条
  • [31] Asymptotic Vision-Based Tracking Control of the Quadrotor Aerial Vehicle
    Asl, Hamed Jabbari
    Do, Ton Duc
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
  • [32] Robust vision-based tracking control of VTOL unmanned aerial vehicles
    Asl, Hamed Jabbari
    AUTOMATICA, 2019, 107 : 425 - 432
  • [33] Road Target Search and Tracking with Gimballed Vision Sensor on an Unmanned Aerial Vehicle
    Skoglar, Per
    Orguner, Umut
    Tornqvist, David
    Gustafsson, Fredrik
    REMOTE SENSING, 2012, 4 (07) : 2076 - 2111
  • [34] Observation Modelling for Vision-Based Target Search by Unmanned Aerial Vehicles
    Teacy, W. T. Luke
    Julier, Simon J.
    De Nardi, Renzo
    Rogers, Alex
    Jennings, Nicholas R.
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON AUTONOMOUS AGENTS & MULTIAGENT SYSTEMS (AAMAS'15), 2015, : 1607 - 1614
  • [35] An Intelligent-Optimal Predictive Controller for Path Tracking of Vision-based Automated Guided Vehicle
    Wu, Xing
    Lou, Peihuang
    Tang, Dunbing
    Yu, Jun
    2008 INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION, VOLS 1-4, 2008, : 844 - 849
  • [36] Development of a Vision-Based Unmanned Ground Vehicle for Mapping and Tennis Ball Collection: A Fuzzy Logic Approach
    Latifinavid, Masoud
    Azizi, Aydin
    FUTURE INTERNET, 2023, 15 (02):
  • [37] Real-time vision-based tracking control of an unmanned vehicle
    Lee, KM
    Zhou, Z
    Blenis, R
    Blasch, E
    MECHATRONICS, 1995, 5 (08) : 973 - 991
  • [38] Runway detecting and tracking of an unmanned aerial landing vehicle based on vision
    Wang, Hongqun
    Peng, Jiaxiong
    Li, Lingling
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2006, 20 (08) : 1225 - 1244
  • [39] Real-time vision-based tracking control of an unmanned vehicle
    Lee, Kok-Meng, 1600, Pergamon Press Ltd, Oxford, United Kingdom (05):
  • [40] Vision-Based Monitoring of Locally Linear Structures Using an Unmanned Aerial Vehicle
    Rathinam, Sivakumar
    Kim, Zu Whan
    Sengupta, Raja
    JOURNAL OF INFRASTRUCTURE SYSTEMS, 2008, 14 (01) : 52 - 63