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A Virtual Sandbox Approach to Studying the Effect of Augmented Communication on Human-Robot Collaboration

Human-Robot Collaboration (HRC) has the potential for a paradigm shift in industrial production by complementing the strengths of industrial robots with human staff. However, exploring these scenarios in physical experimental settings is costly and difficult, e.g., due to safety considerations. We p...

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Detalles Bibliográficos
Autores principales: Arntz, Alexander, Eimler, Sabrina C., Hoppe, H. Ulrich
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8565464/
https://www.ncbi.nlm.nih.gov/pubmed/34746243
http://dx.doi.org/10.3389/frobt.2021.728961
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author Arntz, Alexander
Eimler, Sabrina C.
Hoppe, H. Ulrich
author_facet Arntz, Alexander
Eimler, Sabrina C.
Hoppe, H. Ulrich
author_sort Arntz, Alexander
collection PubMed
description Human-Robot Collaboration (HRC) has the potential for a paradigm shift in industrial production by complementing the strengths of industrial robots with human staff. However, exploring these scenarios in physical experimental settings is costly and difficult, e.g., due to safety considerations. We present a virtual reality application that allows the exploration of HRC work arrangements with autonomous robots and their effect on human behavior. Prior experimental studies conducted using this application demonstrated the benefits of augmenting an autonomous robot arm with communication channels on subjective aspects such as perceived stress. Motivated by current safety regulations that hinder HRC to expand its full potential, we explored the effects of the augmented communication on objective measures (collision rate and produced goods) within a virtual sandbox application. Explored through a safe and replicable setup, the goal was to determine whether communication channels that provide guidance and explanation on the robot can help mitigate safety hazards without interfering with the production effectiveness of both parties. This is based on the theoretical foundation that communication channels enable the robot to explain its action, helps the human collaboration partner to comprehend the current state of the shared task better, and react accordingly. Focused on the optimization of production output, reduced collision rate, and increased perception of safety, a between-subjects experimental study with two conditions (augmented communication vs non-augmented) was conducted. The results revealed a statistically significant difference in terms of production quantity output and collisions with the robot, favoring the augmented conditions. Additional statistically significant differences regarding self-reported perceived safety were found. The results of this study provide an entry point for future research regarding the augmentation of industrial robots with communication channels for safety purposes.
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spelling pubmed-85654642021-11-04 A Virtual Sandbox Approach to Studying the Effect of Augmented Communication on Human-Robot Collaboration Arntz, Alexander Eimler, Sabrina C. Hoppe, H. Ulrich Front Robot AI Robotics and AI Human-Robot Collaboration (HRC) has the potential for a paradigm shift in industrial production by complementing the strengths of industrial robots with human staff. However, exploring these scenarios in physical experimental settings is costly and difficult, e.g., due to safety considerations. We present a virtual reality application that allows the exploration of HRC work arrangements with autonomous robots and their effect on human behavior. Prior experimental studies conducted using this application demonstrated the benefits of augmenting an autonomous robot arm with communication channels on subjective aspects such as perceived stress. Motivated by current safety regulations that hinder HRC to expand its full potential, we explored the effects of the augmented communication on objective measures (collision rate and produced goods) within a virtual sandbox application. Explored through a safe and replicable setup, the goal was to determine whether communication channels that provide guidance and explanation on the robot can help mitigate safety hazards without interfering with the production effectiveness of both parties. This is based on the theoretical foundation that communication channels enable the robot to explain its action, helps the human collaboration partner to comprehend the current state of the shared task better, and react accordingly. Focused on the optimization of production output, reduced collision rate, and increased perception of safety, a between-subjects experimental study with two conditions (augmented communication vs non-augmented) was conducted. The results revealed a statistically significant difference in terms of production quantity output and collisions with the robot, favoring the augmented conditions. Additional statistically significant differences regarding self-reported perceived safety were found. The results of this study provide an entry point for future research regarding the augmentation of industrial robots with communication channels for safety purposes. Frontiers Media S.A. 2021-10-19 /pmc/articles/PMC8565464/ /pubmed/34746243 http://dx.doi.org/10.3389/frobt.2021.728961 Text en Copyright © 2021 Arntz, Eimler and Hoppe. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Robotics and AI
Arntz, Alexander
Eimler, Sabrina C.
Hoppe, H. Ulrich
A Virtual Sandbox Approach to Studying the Effect of Augmented Communication on Human-Robot Collaboration
title A Virtual Sandbox Approach to Studying the Effect of Augmented Communication on Human-Robot Collaboration
title_full A Virtual Sandbox Approach to Studying the Effect of Augmented Communication on Human-Robot Collaboration
title_fullStr A Virtual Sandbox Approach to Studying the Effect of Augmented Communication on Human-Robot Collaboration
title_full_unstemmed A Virtual Sandbox Approach to Studying the Effect of Augmented Communication on Human-Robot Collaboration
title_short A Virtual Sandbox Approach to Studying the Effect of Augmented Communication on Human-Robot Collaboration
title_sort virtual sandbox approach to studying the effect of augmented communication on human-robot collaboration
topic Robotics and AI
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8565464/
https://www.ncbi.nlm.nih.gov/pubmed/34746243
http://dx.doi.org/10.3389/frobt.2021.728961
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