Cargando…
Behavioral patterns in robotic collaborative assembly: comparing neurotypical and Autism Spectrum Disorder participants
INTRODUCTION: In Industry 4.0, collaborative tasks often involve operators working with collaborative robots (cobots) in shared workspaces. Many aspects of the operator's well-being within this environment still need in-depth research. Moreover, these aspects are expected to differ between neur...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10637657/ https://www.ncbi.nlm.nih.gov/pubmed/37954185 http://dx.doi.org/10.3389/fpsyg.2023.1245857 |
_version_ | 1785133447224754176 |
---|---|
author | Mondellini, Marta Prajod, Pooja Lavit Nicora, Matteo Chiappini, Mattia Micheletti, Ettore Storm, Fabio Alexander Vertechy, Rocco André, Elisabeth Malosio, Matteo |
author_facet | Mondellini, Marta Prajod, Pooja Lavit Nicora, Matteo Chiappini, Mattia Micheletti, Ettore Storm, Fabio Alexander Vertechy, Rocco André, Elisabeth Malosio, Matteo |
author_sort | Mondellini, Marta |
collection | PubMed |
description | INTRODUCTION: In Industry 4.0, collaborative tasks often involve operators working with collaborative robots (cobots) in shared workspaces. Many aspects of the operator's well-being within this environment still need in-depth research. Moreover, these aspects are expected to differ between neurotypical (NT) and Autism Spectrum Disorder (ASD) operators. METHODS: This study examines behavioral patterns in 16 participants (eight neurotypical, eight with high-functioning ASD) during an assembly task in an industry-like lab-based robotic collaborative cell, enabling the detection of potential risks to their well-being during industrial human-robot collaboration. Each participant worked on the task for five consecutive days, 3.5 h per day. During these sessions, six video clips of 10 min each were recorded for each participant. The videos were used to extract quantitative behavioral data using the NOVA annotation tool and analyzed qualitatively using an ad-hoc observational grid. Also, during the work sessions, the researchers took unstructured notes of the observed behaviors that were analyzed qualitatively. RESULTS: The two groups differ mainly regarding behavior (e.g., prioritizing the robot partner, gaze patterns, facial expressions, multi-tasking, and personal space), adaptation to the task over time, and the resulting overall performance. DISCUSSION: This result confirms that NT and ASD participants in a collaborative shared workspace have different needs and that the working experience should be tailored depending on the end-user's characteristics. The findings of this study represent a starting point for further efforts to promote well-being in the workplace. To the best of our knowledge, this is the first work comparing NT and ASD participants in a collaborative industrial scenario. |
format | Online Article Text |
id | pubmed-10637657 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-106376572023-11-11 Behavioral patterns in robotic collaborative assembly: comparing neurotypical and Autism Spectrum Disorder participants Mondellini, Marta Prajod, Pooja Lavit Nicora, Matteo Chiappini, Mattia Micheletti, Ettore Storm, Fabio Alexander Vertechy, Rocco André, Elisabeth Malosio, Matteo Front Psychol Psychology INTRODUCTION: In Industry 4.0, collaborative tasks often involve operators working with collaborative robots (cobots) in shared workspaces. Many aspects of the operator's well-being within this environment still need in-depth research. Moreover, these aspects are expected to differ between neurotypical (NT) and Autism Spectrum Disorder (ASD) operators. METHODS: This study examines behavioral patterns in 16 participants (eight neurotypical, eight with high-functioning ASD) during an assembly task in an industry-like lab-based robotic collaborative cell, enabling the detection of potential risks to their well-being during industrial human-robot collaboration. Each participant worked on the task for five consecutive days, 3.5 h per day. During these sessions, six video clips of 10 min each were recorded for each participant. The videos were used to extract quantitative behavioral data using the NOVA annotation tool and analyzed qualitatively using an ad-hoc observational grid. Also, during the work sessions, the researchers took unstructured notes of the observed behaviors that were analyzed qualitatively. RESULTS: The two groups differ mainly regarding behavior (e.g., prioritizing the robot partner, gaze patterns, facial expressions, multi-tasking, and personal space), adaptation to the task over time, and the resulting overall performance. DISCUSSION: This result confirms that NT and ASD participants in a collaborative shared workspace have different needs and that the working experience should be tailored depending on the end-user's characteristics. The findings of this study represent a starting point for further efforts to promote well-being in the workplace. To the best of our knowledge, this is the first work comparing NT and ASD participants in a collaborative industrial scenario. Frontiers Media S.A. 2023-10-26 /pmc/articles/PMC10637657/ /pubmed/37954185 http://dx.doi.org/10.3389/fpsyg.2023.1245857 Text en Copyright © 2023 Mondellini, Prajod, Lavit Nicora, Chiappini, Micheletti, Storm, Vertechy, André and Malosio. 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 | Psychology Mondellini, Marta Prajod, Pooja Lavit Nicora, Matteo Chiappini, Mattia Micheletti, Ettore Storm, Fabio Alexander Vertechy, Rocco André, Elisabeth Malosio, Matteo Behavioral patterns in robotic collaborative assembly: comparing neurotypical and Autism Spectrum Disorder participants |
title | Behavioral patterns in robotic collaborative assembly: comparing neurotypical and Autism Spectrum Disorder participants |
title_full | Behavioral patterns in robotic collaborative assembly: comparing neurotypical and Autism Spectrum Disorder participants |
title_fullStr | Behavioral patterns in robotic collaborative assembly: comparing neurotypical and Autism Spectrum Disorder participants |
title_full_unstemmed | Behavioral patterns in robotic collaborative assembly: comparing neurotypical and Autism Spectrum Disorder participants |
title_short | Behavioral patterns in robotic collaborative assembly: comparing neurotypical and Autism Spectrum Disorder participants |
title_sort | behavioral patterns in robotic collaborative assembly: comparing neurotypical and autism spectrum disorder participants |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10637657/ https://www.ncbi.nlm.nih.gov/pubmed/37954185 http://dx.doi.org/10.3389/fpsyg.2023.1245857 |
work_keys_str_mv | AT mondellinimarta behavioralpatternsinroboticcollaborativeassemblycomparingneurotypicalandautismspectrumdisorderparticipants AT prajodpooja behavioralpatternsinroboticcollaborativeassemblycomparingneurotypicalandautismspectrumdisorderparticipants AT lavitnicoramatteo behavioralpatternsinroboticcollaborativeassemblycomparingneurotypicalandautismspectrumdisorderparticipants AT chiappinimattia behavioralpatternsinroboticcollaborativeassemblycomparingneurotypicalandautismspectrumdisorderparticipants AT michelettiettore behavioralpatternsinroboticcollaborativeassemblycomparingneurotypicalandautismspectrumdisorderparticipants AT stormfabioalexander behavioralpatternsinroboticcollaborativeassemblycomparingneurotypicalandautismspectrumdisorderparticipants AT vertechyrocco behavioralpatternsinroboticcollaborativeassemblycomparingneurotypicalandautismspectrumdisorderparticipants AT andreelisabeth behavioralpatternsinroboticcollaborativeassemblycomparingneurotypicalandautismspectrumdisorderparticipants AT malosiomatteo behavioralpatternsinroboticcollaborativeassemblycomparingneurotypicalandautismspectrumdisorderparticipants |