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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

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

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • 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

  • 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