Online Scheduling and Reactive Behaviors for Effective Human-Robot-Collaboration
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21730%2F23%3A00370965" target="_blank" >RIV/68407700:21730/23:00370965 - isvavai.cz</a>
Result on the web
<a href="https://openreview.net/pdf?id=F6G3_MP8aB" target="_blank" >https://openreview.net/pdf?id=F6G3_MP8aB</a>
DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
Online Scheduling and Reactive Behaviors for Effective Human-Robot-Collaboration
Original language description
Assembly processes involving humans and robots are challenging scenarios because the individual activities and access to shared workspace have to be coordinated. Fixed robot programs leave no room to diverge from a fixed protocol. Working on such a process can be stressful for the user and lead to ineffective behavior or failure. We propose a novel approach of utilizing uncertainty-aware constraint-based scheduling in a reactive execution control framework facilitating behavior trees. This allows the robot to adapt to uncertain events such as delayed activity completions and activity selection (by the human). The user can rest assured that the robot will wait for him to finish his activity and will adapt to best complement the human selected activities to complete the common task. In addition to the improved working conditions, our algorithm also leads to increased efficiency, even in scenarios with high uncertainty. We evaluate our algorithm using a probabilistic simulation study and initial real robot experiments using a Franka Emika Panda robot and human tracking based on HTC Vive VR gloves.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
<a href="/en/project/EF15_003%2F0000470" target="_blank" >EF15_003/0000470: Robotics 4 Industry 4.0</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach
Others
Publication year
2023
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Robotics: Science and Systems XIX
ISBN
978-0-9923747-9-2
ISSN
2330-765X
e-ISSN
2330-765X
Number of pages
4
Pages from-to
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Publisher name
Daegu Exhibition and Convention Center Daegu
Place of publication
Daegu
Event location
Daegu
Event date
Jul 10, 2023
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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