Aufgabenorientierte konfiguration autonomer robotersysteme zur industriellen anwendung von reinforcement learning

Translated title of the contribution: Task-oriented configuration of autonomous robot systems for the industrial application of reinforcement learning

M. Röhler, Julia Berg, Gunther Reinhart

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

This paper focuses on an approach for configuring autonomous robot systems based on a formalized task description. The aim is to enable the industrial use of reinforcement learning, a machine learning method that has made considerable progress in recent years in increasing the autonomy of robot systems through the use of deep learning. The use of approaches of task-oriented programming offers the possibility to simplify the configuration of these learning systems, for which deep expert knowledge is still necessary.

Translated title of the contributionTask-oriented configuration of autonomous robot systems for the industrial application of reinforcement learning
Original languageGerman
Title of host publicationVDI Berichte
PublisherVDI Verlag GMBH
Pages753-766
Number of pages14
Edition2351
ISBN (Print)9783180923390, 9783180923406, 9783180923413, 9783180923420, 9783180923437, 9783180923451, 9783180923468, 9783180923475, 9783180923482, 9783180923499, 9783180923505, 9783180923512, 9783180923529, 9783180923536, 9783180923543, 9783180923567, 9783180923574, 9783180923581, 9783180923598, 9783180923604, 9783180923611, 9783180923628, 9783180923635, 9783180923642, 9783180923659, 9783180923666
StatePublished - 2019
Externally publishedYes
Event20th leading congress on measurement and automation technology, AUTOMATION 2019 - Baden-Baden, Germany
Duration: 2 Jul 20193 Jul 2019

Publication series

NameVDI Berichte
Number2351
Volume2019
ISSN (Print)0083-5560

Conference

Conference20th leading congress on measurement and automation technology, AUTOMATION 2019
Country/TerritoryGermany
CityBaden-Baden
Period2/07/193/07/19

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