A Vision-Based Motion Control Framework for Water Quality Monitoring Using an Unmanned Aerial Vehicle

被引:2
|
作者
Panetsos, Fotis [1 ]
Rousseas, Panagiotis [1 ]
Karras, George [1 ,2 ]
Bechlioulis, Charalampos [1 ,3 ]
Kyriakopoulos, Kostas J. [1 ]
机构
[1] Natl Tech Univ Athens, Sch Mech Engn, Control Syst Lab, Athens 15780, Greece
[2] Univ Thessaly, Dept Informat & Telecommun, Lamia 35100, Greece
[3] Univ Patras, Dept Elect & Comp Engn, Patras 26504, Greece
基金
欧盟地平线“2020”;
关键词
UAV; autonomy;
D O I
10.3390/su14116502
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this paper, we present a vision-aided motion planning and control framework for the efficient monitoring and surveillance of water surfaces using an Unmanned Aerial Vehicle (UAV). The ultimate goal of the proposed strategy is to equip the UAV with the necessary autonomy and decision-making capabilities to support First Responders during emergency water contamination incidents. Toward this direction, we propose an end-to-end solution, based on which the First Responder indicates visiting and landing waypoints, while the envisioned strategy is responsible for the safe and autonomous navigation of the UAV, the refinement of the way-point locations that maximize the visible water surface area from the onboard camera, as well as the on-site refinement of the appropriate landing region in harsh environments. More specifically, we develop an efficient waypoint-tracking motion-planning scheme with guaranteed collision avoidance, a local autonomous exploration algorithm for refining the way-point location with respect to the areas visible to the drone's camera, water, a vision-based algorithm for the on-site area selection for feasible landing and finally, a model predictive motion controller for the landing procedure. The efficacy of the proposed framework is demonstrated via a set of simulated and experimental scenarios using an octorotor UAV.
引用
收藏
页数:23
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