Skill Learning by Autonomous Robotic Playing Using Active Learning and Exploratory Behavior Composition

We consider the problem of autonomous acquisition of manipulation skills where problem-solving strategies are initially available only for a narrow range of situations. We propose to extend the range of solvable situations by autonomous play with the object. By applying previously-trained skills and...

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Bibliographic Details
Main Authors: Simon Hangl, Vedran Dunjko, Hans J. Briegel, Justus Piater
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-04-01
Series:Frontiers in Robotics and AI
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/frobt.2020.00042/full