The Proceedings of JSME annual Conference on Robotics and Mechatronics (Robomec)
Online ISSN : 2424-3124
2020
Session ID : 2A1-N09
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Autonomous Mobile Robot Using a Monocular Camera without Map Building in Advance
*Yuki SHIBATAKoki YOKOYAMAKazuyuki MORIOKA
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Abstract

This paper introduces an autonomous mobile robot system based on a monocular camera that travels to destinations without any map building in advance. The mobile robot system selects velocity commands based on action policy trained by deep reinforcement learning. The input state of the trained action policy is depth information acquired from struct2depth using the monocular camera. Also, localization of the robot is performed by online visual SLAM using the monocular camera. This paper describes the system integrating velocity command selection, depth estimation, and localization. The proposed system configuration and preliminary experiments are provided in the paper.

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© 2020 The Japan Society of Mechanical Engineers
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