Rapid Exploration with Multi-Rotors: A Frontier Selection Method for High Speed Flight

Abstract

Exploring and mapping previously unknown environments while avoiding collisions with obstacles is a fundamental task for autonomous robots. In scenarios where this needs to be done rapidly, multi-rotors are a good choice for the task, as they can cover ground at potentially very high velocities. Flying at high velocities, however, implies the ability to rapidly plan trajectories and to react to new information quickly. In this paper, we propose an extension to classical frontier-based exploration that facilitates exploration at high speeds. The extension consists of a reactive mode in which the multi-rotor rapidly selects a goal frontier from its field of view. The goal frontier is selected in a way that minimizes the change in velocity necessary to reach it. While this approach can increase the total path length, it significantly reduces the exploration time, since the multi-rotor can fly at consistently higher speeds.

Publication
IEEE/RSJ International Conference on Intelligent Robots and Systems
Best Search and Rescue Robotics Paper Award Finalist
Elia Kaufmann
Elia Kaufmann
Senior Autonomy Engineer

My research interests include robotics, control and machine learning.

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