Bayesian optimization with unknown constraints in graphical skill models for compliant manipulation tasks using an industrial robot

This article focuses on learning manipulation skills from episodic reinforcement learning (RL) in unknown environments using industrial robot platforms. These platforms usually do not provide the required compliant control modalities to cope with unknown environments, e.g., force-sensitive contact t...

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Bibliographic Details
Main Authors: Volker Gabler, Dirk Wollherr
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-10-01
Series:Frontiers in Robotics and AI
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/frobt.2022.993359/full