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Multi-Parameter Predictive Model of Mobile Robot’s Battery Discharge for Intelligent Mission Planning in Multi-Robot Systems

The commercially available battery management and mission scheduling systems for fleets of autonomous mobile robots use different algorithms to calculate the current state of charge of the robot’s battery. This information alone cannot be used to predict whether it will be possible for a single robo...

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Detalles Bibliográficos
Autores principales: Poskart, Bartosz, Iskierka, Grzegorz, Krot, Kamil, Burduk, Robert, Gwizdal, Paweł, Gola, Arkadiusz
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9786877/
https://www.ncbi.nlm.nih.gov/pubmed/36560229
http://dx.doi.org/10.3390/s22249861
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author Poskart, Bartosz
Iskierka, Grzegorz
Krot, Kamil
Burduk, Robert
Gwizdal, Paweł
Gola, Arkadiusz
author_facet Poskart, Bartosz
Iskierka, Grzegorz
Krot, Kamil
Burduk, Robert
Gwizdal, Paweł
Gola, Arkadiusz
author_sort Poskart, Bartosz
collection PubMed
description The commercially available battery management and mission scheduling systems for fleets of autonomous mobile robots use different algorithms to calculate the current state of charge of the robot’s battery. This information alone cannot be used to predict whether it will be possible for a single robot in the fleet to execute all of the scheduled missions. This paper provides insight into how to develop a universal battery discharge model based on key mission parameters, which allows for predicting the battery usage over the course of the scheduled missions and can, in turn, be used to determine which missions to delegate to other robots in the fleet, or if more robots are needed in the fleet to accomplish the production plan. The resulting model is, therefore, necessary for mission scheduling in a flexible production system, including autonomous mobile robot transportation networks.
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spelling pubmed-97868772022-12-24 Multi-Parameter Predictive Model of Mobile Robot’s Battery Discharge for Intelligent Mission Planning in Multi-Robot Systems Poskart, Bartosz Iskierka, Grzegorz Krot, Kamil Burduk, Robert Gwizdal, Paweł Gola, Arkadiusz Sensors (Basel) Article The commercially available battery management and mission scheduling systems for fleets of autonomous mobile robots use different algorithms to calculate the current state of charge of the robot’s battery. This information alone cannot be used to predict whether it will be possible for a single robot in the fleet to execute all of the scheduled missions. This paper provides insight into how to develop a universal battery discharge model based on key mission parameters, which allows for predicting the battery usage over the course of the scheduled missions and can, in turn, be used to determine which missions to delegate to other robots in the fleet, or if more robots are needed in the fleet to accomplish the production plan. The resulting model is, therefore, necessary for mission scheduling in a flexible production system, including autonomous mobile robot transportation networks. MDPI 2022-12-15 /pmc/articles/PMC9786877/ /pubmed/36560229 http://dx.doi.org/10.3390/s22249861 Text en © 2022 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
Poskart, Bartosz
Iskierka, Grzegorz
Krot, Kamil
Burduk, Robert
Gwizdal, Paweł
Gola, Arkadiusz
Multi-Parameter Predictive Model of Mobile Robot’s Battery Discharge for Intelligent Mission Planning in Multi-Robot Systems
title Multi-Parameter Predictive Model of Mobile Robot’s Battery Discharge for Intelligent Mission Planning in Multi-Robot Systems
title_full Multi-Parameter Predictive Model of Mobile Robot’s Battery Discharge for Intelligent Mission Planning in Multi-Robot Systems
title_fullStr Multi-Parameter Predictive Model of Mobile Robot’s Battery Discharge for Intelligent Mission Planning in Multi-Robot Systems
title_full_unstemmed Multi-Parameter Predictive Model of Mobile Robot’s Battery Discharge for Intelligent Mission Planning in Multi-Robot Systems
title_short Multi-Parameter Predictive Model of Mobile Robot’s Battery Discharge for Intelligent Mission Planning in Multi-Robot Systems
title_sort multi-parameter predictive model of mobile robot’s battery discharge for intelligent mission planning in multi-robot systems
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9786877/
https://www.ncbi.nlm.nih.gov/pubmed/36560229
http://dx.doi.org/10.3390/s22249861
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