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PETRÁČEK, P. KRÁTKÝ, V. PETRLÍK, M. BÁČA, T. KRATOCHVÍL, R. SASKA, M.
Original Title
Large-Scale Exploration of Cave Environments by Unmanned Aerial Vehicles
Type
journal article in Web of Science
Language
English
Original Abstract
This letter presents a self-contained system for the robust utilization of aerial robots in the autonomous exploration of cave environments to help human explorers, first responders, and speleologists. The proposed system is generally applicable to an arbitrary exploration task within an unknown and unstructured subterranean environment and interconnects crucial robotic subsystems to provide full autonomy of the robots. Such subsystems primarily include mapping, path and trajectory planning, localization, control, and decision making. Due to the diversity, complexity, and structural uncertainty of natural cave environments, the proposed system allows for the possible use of any arbitrary exploration strategy for a single robot, as well as for a cooperating team. A multi-robot cooperation strategy that maximizes the limited flight time of each aerial robot is proposed for exploration and search & rescue scenarios where the homing of all deployed robots back to an initial location is not required. The entire system is validated in a comprehensive experimental analysis comprising of hours of flight time in a real-world cave environment, as well as by hundreds of hours within a state-of-the-art virtual testbed that was developed for the DARPA Subterranean Challenge robotic competition. Among others, experimental results include multiple real-world exploration flights traveling over 470 m on a single battery in a demanding unknown cave environment.
Keywords
autonomous aerial robots, natural cave mapping and exploring, Býčí skála cave
Authors
PETRÁČEK, P.; KRÁTKÝ, V.; PETRLÍK, M.; BÁČA, T.; KRATOCHVÍL, R.; SASKA, M.
Released
21. 7. 2021
Publisher
Institute of Electrical and Electronics Engineers Inc.
Location
web
ISBN
2377-3766
Periodical
IEEE Robotics and Automation Letters
Year of study
6
Number
4
State
United States of America
Pages from
7596
Pages to
7603
Pages count
8
URL
https://ieeexplore.ieee.org/document/9492802
BibTex
@article{BUT176676, author="Pavel {Petráček} and Vít {Krátký} and Matěj {Petrlík} and Tomáš {Báča} and Radim {Kratochvíl} and Martin {Saska}", title="Large-Scale Exploration of Cave Environments by Unmanned Aerial Vehicles", journal="IEEE Robotics and Automation Letters", year="2021", volume="6", number="4", pages="7596--7603", doi="10.1109/LRA.2021.3098304", issn="2377-3766", url="https://ieeexplore.ieee.org/document/9492802" }