TR2024-055
Practical and Safe Navigation Function Based Motion Planning of UAVs
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- "Practical and Safe Navigation Function Based Motion Planning of UAVs", IEEE International Conference on Robotics and Automation (ICRA), DOI: 10.1109/ICRA57147.2024.10611255, May 2024.BibTeX TR2024-055 PDF
- @inproceedings{Sinhmar2024may,
- author = {Sinhmar, Himani and Greiff, Marcus and Di Cairano, Stefano and }},
- title = {Practical and Safe Navigation Function Based Motion Planning of UAVs},
- booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
- year = 2024,
- month = may,
- publisher = {IEEE},
- doi = {10.1109/ICRA57147.2024.10611255},
- url = {https://www.merl.com/publications/TR2024-055}
- }
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- "Practical and Safe Navigation Function Based Motion Planning of UAVs", IEEE International Conference on Robotics and Automation (ICRA), DOI: 10.1109/ICRA57147.2024.10611255, May 2024.
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Abstract:
This paper offers a practical method for certifiably safe operations of an unmanned aerial vehicle (UAV) with limited power and computation, useful for real-time operations where the UAV is exposed to significant disturbances in non- convex free space. We propose a motion planning method based on the Explicit Reference Governor (ERG) framework to ensure the safety of a flying quadrotor UAV. From a small set of experiment data and assumptions on modeling errors, a Lyapunov function is synthesized by which an ERG is constructed to modify the UAV set-points. The method can handle polyhedral obstacles and constraints imposed on the maximum thrust of the UAV and its maximum tilt. We demonstrate the approach with extensive simulations and experiments using a Crazyflie 2.1.
Related News & Events
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NEWS MERL at the International Conference on Robotics and Automation (ICRA) 2024 Date: May 13, 2024 - May 17, 2024
Where: Yokohama, Japan
MERL Contacts: Anoop Cherian; Radu Corcodel; Stefano Di Cairano; Chiori Hori; Siddarth Jain; Devesh K. Jha; Jonathan Le Roux; Diego Romeres; William S. Yerazunis
Research Areas: Artificial Intelligence, Machine Learning, Optimization, Robotics, Speech & AudioBrief- MERL made significant contributions to both the organization and the technical program of the International Conference on Robotics and Automation (ICRA) 2024, which was held in Yokohama, Japan from May 13th to May 17th.
MERL was a Bronze sponsor of the conference, and exhibited a live robotic demonstration, which attracted a large audience. The demonstration showcased an Autonomous Robotic Assembly technology executed on MELCO's Assista robot arm and was the collaborative effort of the Optimization and Robotics Team together with the Advanced Technology department at Mitsubishi Electric.
MERL researchers from the Optimization and Robotics, Speech & Audio, and Control for Autonomy teams also presented 8 papers and 2 invited talks covering topics on robotic assembly, applications of LLMs to robotics, human robot interaction, safe and robust path planning for autonomous drones, transfer learning, perception and tactile sensing.
- MERL made significant contributions to both the organization and the technical program of the International Conference on Robotics and Automation (ICRA) 2024, which was held in Yokohama, Japan from May 13th to May 17th.