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Autonomous UAV Landing and Collision Avoidance System for Unknown Terrain Utilizing Depth Camera with Actively
Piotr Łuczak1, Grzegorz Granosik1
1Institute of Automatic Control, Lodz University of Technology, 90-537 Lodz, Poland.
This study introduces an advanced autonomous landing system for unmanned aerial vehicles (UAVs) using an RGB-D camera on a gimbal. The system enhances obstacle detection and avoidance for safer low-altitude flights.
Area of Science:
- Robotics and Control Systems
- Computer Vision for Autonomous Systems
- Aerospace Engineering
Background:
- Autonomous landing is critical for unmanned aerial vehicles (UAVs).
- Existing methods (lidar, cameras, beacons) have limitations like restricted perception or pre-defined landing zones.
- RGB-D sensors offer combined visual and depth data but often have a limited field of view.
Purpose of the Study:
- To develop a novel autonomous landing system for UAVs.
- To overcome the limitations of current landing strategies, particularly field of view and obstacle perception.
- To enable safe, obstacle-aware low-altitude flight and landing.
Main Methods:
- Utilized an RGB-D camera mounted on an actively controlled gimbal for enhanced field of view.
- Implemented a combined UAV and gimbal motion strategy for obstacle detection and avoidance.
- Integrated the system with PX4 flight stack, CubeOrange flight controller, and Jetson nano onboard computer.
Main Results:
- Demonstrated successful static testing on a real vehicle.
- Validated the system architecture's correctness through simulation and static tests.
- Showcased the potential for real-world deployment of the autonomous landing system.
Conclusions:
- The proposed gimbal-actuated RGB-D camera system effectively expands the field of view for autonomous landing.
- The combined motion strategy enables robust static obstacle detection and avoidance during low-altitude flight.
- The system architecture is validated, indicating feasibility for practical UAV applications.
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