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System to Evaluate the Skill of Operating Hydraulic Excavators Using a Remote Controlled Excavator and Virtual Reality

We developed a system to evaluate the skill of operating a hydraulic excavator. The system employs a remotely controlled (RC) excavator and virtual reality (VR) technology. We remodeled the RC excavator so that it can be operated in the same manner as a real excavator and proceeded to measure the ex...

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Autores principales: Sekizuka, Ryota, Ito, Masaru, Saiki, Seiji, Yamazaki, Yoichiro, Kurita, Yuichi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7806023/
https://www.ncbi.nlm.nih.gov/pubmed/33501157
http://dx.doi.org/10.3389/frobt.2019.00142
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author Sekizuka, Ryota
Ito, Masaru
Saiki, Seiji
Yamazaki, Yoichiro
Kurita, Yuichi
author_facet Sekizuka, Ryota
Ito, Masaru
Saiki, Seiji
Yamazaki, Yoichiro
Kurita, Yuichi
author_sort Sekizuka, Ryota
collection PubMed
description We developed a system to evaluate the skill of operating a hydraulic excavator. The system employs a remotely controlled (RC) excavator and virtual reality (VR) technology. We remodeled the RC excavator so that it can be operated in the same manner as a real excavator and proceeded to measure the excavator's state. To evaluate the skill of operating this system, we calculated several indices from the data recorded during excavation work and compared the indices obtained for expert and non-expert operators. The results revealed that it is possible to distinguish whether an expert or non-expert is operating the RC excavator. We calculated the same indices from the data recorded during excavation with a real excavator and verified that there exists a high correlation between the indices of the RC excavator and those of the real excavator. Thus, we confirmed that the indices of the real excavator and those of the simulator exhibited similar trends. This suggests that it is possible to partly evaluate the operation characteristics of a real excavator by using an RC excavator with different dynamics compared with a real excavator.
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spelling pubmed-78060232021-01-25 System to Evaluate the Skill of Operating Hydraulic Excavators Using a Remote Controlled Excavator and Virtual Reality Sekizuka, Ryota Ito, Masaru Saiki, Seiji Yamazaki, Yoichiro Kurita, Yuichi Front Robot AI Robotics and AI We developed a system to evaluate the skill of operating a hydraulic excavator. The system employs a remotely controlled (RC) excavator and virtual reality (VR) technology. We remodeled the RC excavator so that it can be operated in the same manner as a real excavator and proceeded to measure the excavator's state. To evaluate the skill of operating this system, we calculated several indices from the data recorded during excavation work and compared the indices obtained for expert and non-expert operators. The results revealed that it is possible to distinguish whether an expert or non-expert is operating the RC excavator. We calculated the same indices from the data recorded during excavation with a real excavator and verified that there exists a high correlation between the indices of the RC excavator and those of the real excavator. Thus, we confirmed that the indices of the real excavator and those of the simulator exhibited similar trends. This suggests that it is possible to partly evaluate the operation characteristics of a real excavator by using an RC excavator with different dynamics compared with a real excavator. Frontiers Media S.A. 2020-01-09 /pmc/articles/PMC7806023/ /pubmed/33501157 http://dx.doi.org/10.3389/frobt.2019.00142 Text en Copyright © 2020 Sekizuka, Ito, Saiki, Yamazaki and Kurita. http://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
Sekizuka, Ryota
Ito, Masaru
Saiki, Seiji
Yamazaki, Yoichiro
Kurita, Yuichi
System to Evaluate the Skill of Operating Hydraulic Excavators Using a Remote Controlled Excavator and Virtual Reality
title System to Evaluate the Skill of Operating Hydraulic Excavators Using a Remote Controlled Excavator and Virtual Reality
title_full System to Evaluate the Skill of Operating Hydraulic Excavators Using a Remote Controlled Excavator and Virtual Reality
title_fullStr System to Evaluate the Skill of Operating Hydraulic Excavators Using a Remote Controlled Excavator and Virtual Reality
title_full_unstemmed System to Evaluate the Skill of Operating Hydraulic Excavators Using a Remote Controlled Excavator and Virtual Reality
title_short System to Evaluate the Skill of Operating Hydraulic Excavators Using a Remote Controlled Excavator and Virtual Reality
title_sort system to evaluate the skill of operating hydraulic excavators using a remote controlled excavator and virtual reality
topic Robotics and AI
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7806023/
https://www.ncbi.nlm.nih.gov/pubmed/33501157
http://dx.doi.org/10.3389/frobt.2019.00142
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