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
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