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The Energy Efficiency Multi-Robot System and Disinfection Service Robot Development in Large-Scale Complex Environment

In recent years, multi-robot control systems and service robots equipped with graphical computing have been introduced in various application scenarios. However, the long-term operation of VSLAM calculation leads to reduced energy efficiency of the robot, and accidental localization failure still pe...

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Detalles Bibliográficos
Autores principales: Chen, Chin-Sheng, Lin, Feng-Chieh, Lin, Chia-Jen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10304910/
https://www.ncbi.nlm.nih.gov/pubmed/37420889
http://dx.doi.org/10.3390/s23125724
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author Chen, Chin-Sheng
Lin, Feng-Chieh
Lin, Chia-Jen
author_facet Chen, Chin-Sheng
Lin, Feng-Chieh
Lin, Chia-Jen
author_sort Chen, Chin-Sheng
collection PubMed
description In recent years, multi-robot control systems and service robots equipped with graphical computing have been introduced in various application scenarios. However, the long-term operation of VSLAM calculation leads to reduced energy efficiency of the robot, and accidental localization failure still persists in large-scale fields with dynamic crowds and obstacles. This study proposes an EnergyWise multi-robot system based on ROS that actively determines the activation of VSLAM using real-time fused localization poses by an innovative energy-saving selector algorithm. The service robot is equipped with multiple sensors and utilizes the novel 2-level EKF method and incorporates the UWB global localization mechanism to adapt to complex environments. During the COVID-19 pandemic, three disinfection service robots were deployed to disinfect a large, open, and complex experimental site for 10 days. The results demonstrated that the proposed EnergyWise multi-robot control system successfully achieved a 54% reduction in computing energy consumption during long-term operations while maintaining a localization accuracy of 3 cm.
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spelling pubmed-103049102023-06-29 The Energy Efficiency Multi-Robot System and Disinfection Service Robot Development in Large-Scale Complex Environment Chen, Chin-Sheng Lin, Feng-Chieh Lin, Chia-Jen Sensors (Basel) Article In recent years, multi-robot control systems and service robots equipped with graphical computing have been introduced in various application scenarios. However, the long-term operation of VSLAM calculation leads to reduced energy efficiency of the robot, and accidental localization failure still persists in large-scale fields with dynamic crowds and obstacles. This study proposes an EnergyWise multi-robot system based on ROS that actively determines the activation of VSLAM using real-time fused localization poses by an innovative energy-saving selector algorithm. The service robot is equipped with multiple sensors and utilizes the novel 2-level EKF method and incorporates the UWB global localization mechanism to adapt to complex environments. During the COVID-19 pandemic, three disinfection service robots were deployed to disinfect a large, open, and complex experimental site for 10 days. The results demonstrated that the proposed EnergyWise multi-robot control system successfully achieved a 54% reduction in computing energy consumption during long-term operations while maintaining a localization accuracy of 3 cm. MDPI 2023-06-19 /pmc/articles/PMC10304910/ /pubmed/37420889 http://dx.doi.org/10.3390/s23125724 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Chen, Chin-Sheng
Lin, Feng-Chieh
Lin, Chia-Jen
The Energy Efficiency Multi-Robot System and Disinfection Service Robot Development in Large-Scale Complex Environment
title The Energy Efficiency Multi-Robot System and Disinfection Service Robot Development in Large-Scale Complex Environment
title_full The Energy Efficiency Multi-Robot System and Disinfection Service Robot Development in Large-Scale Complex Environment
title_fullStr The Energy Efficiency Multi-Robot System and Disinfection Service Robot Development in Large-Scale Complex Environment
title_full_unstemmed The Energy Efficiency Multi-Robot System and Disinfection Service Robot Development in Large-Scale Complex Environment
title_short The Energy Efficiency Multi-Robot System and Disinfection Service Robot Development in Large-Scale Complex Environment
title_sort energy efficiency multi-robot system and disinfection service robot development in large-scale complex environment
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10304910/
https://www.ncbi.nlm.nih.gov/pubmed/37420889
http://dx.doi.org/10.3390/s23125724
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