Title :
UAV obstacle avoidance using RGB-D system
Author :
Santos, Milton C. P. ; Santana, Lucas V. ; Brandao, Alexandre S. ; Sarcinelli-Filho, Mario
Author_Institution :
Fed. Inst. of Espirito Santo, Santa Teresa, Brazil
Abstract :
This work proposes an obstacle avoidance strategy for UAV navigation in indoor environments. The proposal is able to compute the distance among the UAV and the obstacles (which change their position dynamically), and then to select the closest one. When a collision risk is pointed out, the algorithm establish some escape points, whose orientation is aligned tangentially to the obstacle edge or to the UAV normal displacement. Considering that only the desired point is change during the avoidance maneuver, the stability of the whole nonlinear system is demonstrated in the sense of Lyapunov. Information Filter is used to track the 3D positioning of the UAV and the obstacles. Moreover, UAV state variables are given by a Decentralized Information Filter, which fuses information from the Inertial Measurement Unit onboard the aircraft and the depth-camera sensor (RGB-D). The effectiveness of the proposal is demonstrated by simulation results, which take into account the AR.drone rotorcraft dynamic model.
Keywords :
Lyapunov methods; aircraft navigation; autonomous aerial vehicles; collision avoidance; image colour analysis; information filters; nonlinear control systems; robot vision; sensor fusion; stability; 3D positioning; AR.drone rotorcraft dynamic model; Lyapunov; RGB-D system; UAV navigation; UAV normal displacement; UAV obstacle avoidance; UAV state variable; aircraft; avoidance maneuver; collision risk; decentralized information filter; depth-camera sensor; indoor environment; inertial measurement unit; nonlinear system; obstacle avoidance strategy; obstacle edge; stability; Aircraft; Cameras; Collision avoidance; Indoor environments; Robot sensing systems; Three-dimensional displays; Vehicle dynamics;
Conference_Titel :
Unmanned Aircraft Systems (ICUAS), 2015 International Conference on
Conference_Location :
Denver, CO
Print_ISBN :
978-1-4799-6009-5
DOI :
10.1109/ICUAS.2015.7152305