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Indoor Visual Exploration with Multi-Rotor Aerial Robotic Vehicles.
Panagiotis Rousseas1, George C Karras1,2, Charalampos P Bechlioulis1,3
1Control Systems Laboratory, National Technical University of Athens, 15772 Athens, Greece.
This study introduces a safe, reactive algorithm for multiple drones exploring unknown indoor spaces. The novel two-level control ensures efficient, collaborative navigation and workspace coverage.
Area of Science:
- Robotics
- Artificial Intelligence
- Control Systems
Background:
- Autonomous exploration of unknown indoor environments presents significant challenges for multi-rotor robots.
- Existing methods often struggle with safety guarantees, computational complexity, and multi-agent coordination.
Purpose of the Study:
- To develop a reactive algorithm for autonomous exploration using multiple autonomous multi-rotor robots in indoor, unknown environments.
- To ensure provable safety and complete workspace exploration through a novel control architecture.
Main Methods:
- A two-level control architecture combining Artificial-Harmonic Potential Field (AHPF) for navigation and a low-level tracking controller.
- Extension to a multi-agent approach for collaborative navigation.
- Integration of approximate techniques for AHPF acquisition to reduce computational complexity.
Main Results:
- The AHPF guarantees safety and workspace exploration.
- The low-level controller ensures safe tracking of the AHPF via velocity commands.
- High-fidelity simulations validated the robust framework for multi-agent exploration tasks.
Conclusions:
- The proposed method offers a robust and computationally efficient solution for multi-agent autonomous exploration in unknown indoor environments.
- The two-level control architecture effectively addresses the challenges of navigation, safety, and coordination for multi-rotor robots.
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