Energy estimation for differential drive mobile robots on straight and rotational trajectories

Energy autonomy is an important aspect that needs to be improved in order to increase efficiency in mobile robotic tasks. Having accurate power models allows the estimation of energy consumption along different trajectories. This article proposes a power model for two-wheel differential drive mobile...

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Main Authors: Mauricio F Jaramillo-Morales, Sedat Dogru, Juan B Gomez-Mendoza, Lino Marques
Format: Article
Language:English
Published: SAGE Publishing 2020-03-01
Series:International Journal of Advanced Robotic Systems
Online Access:https://doi.org/10.1177/1729881420909654
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spelling doaj-f6b11818405c46ca87b23fdbc902e6e22020-11-25T03:39:10ZengSAGE PublishingInternational Journal of Advanced Robotic Systems1729-88142020-03-011710.1177/1729881420909654Energy estimation for differential drive mobile robots on straight and rotational trajectoriesMauricio F Jaramillo-Morales0Sedat Dogru1Juan B Gomez-Mendoza2Lino Marques3 Department of Electrical, Electronic and Computer Engineering, National University of Colombia, Manizales, Colombia Department of Electrical and Computer Engineering, Institute of Systems and Robotics, University of Coimbra, Coimbra, Portugal Department of Electrical, Electronic and Computer Engineering, National University of Colombia, Manizales, Colombia Department of Electrical and Computer Engineering, Institute of Systems and Robotics, University of Coimbra, Coimbra, PortugalEnergy autonomy is an important aspect that needs to be improved in order to increase efficiency in mobile robotic tasks. Having accurate power models allows the estimation of energy consumption along different trajectories. This article proposes a power model for two-wheel differential drive mobile robots. The proposed model takes into account the dynamic parameters of the robot and its motors, and predicts the energy consumption for trajectories with variable accelerations and variable payloads. The experimental validation of the proposed model was performed with a Nomad Super Scout II mobile robot which was driven along straight and curved trajectories, with different payloads and accelerations. The experiments using the proposed model showed accuracies of 96.67% along straight trajectories and 81.25% along curved trajectories in the estimation of energy consumption.https://doi.org/10.1177/1729881420909654
collection DOAJ
language English
format Article
sources DOAJ
author Mauricio F Jaramillo-Morales
Sedat Dogru
Juan B Gomez-Mendoza
Lino Marques
spellingShingle Mauricio F Jaramillo-Morales
Sedat Dogru
Juan B Gomez-Mendoza
Lino Marques
Energy estimation for differential drive mobile robots on straight and rotational trajectories
International Journal of Advanced Robotic Systems
author_facet Mauricio F Jaramillo-Morales
Sedat Dogru
Juan B Gomez-Mendoza
Lino Marques
author_sort Mauricio F Jaramillo-Morales
title Energy estimation for differential drive mobile robots on straight and rotational trajectories
title_short Energy estimation for differential drive mobile robots on straight and rotational trajectories
title_full Energy estimation for differential drive mobile robots on straight and rotational trajectories
title_fullStr Energy estimation for differential drive mobile robots on straight and rotational trajectories
title_full_unstemmed Energy estimation for differential drive mobile robots on straight and rotational trajectories
title_sort energy estimation for differential drive mobile robots on straight and rotational trajectories
publisher SAGE Publishing
series International Journal of Advanced Robotic Systems
issn 1729-8814
publishDate 2020-03-01
description Energy autonomy is an important aspect that needs to be improved in order to increase efficiency in mobile robotic tasks. Having accurate power models allows the estimation of energy consumption along different trajectories. This article proposes a power model for two-wheel differential drive mobile robots. The proposed model takes into account the dynamic parameters of the robot and its motors, and predicts the energy consumption for trajectories with variable accelerations and variable payloads. The experimental validation of the proposed model was performed with a Nomad Super Scout II mobile robot which was driven along straight and curved trajectories, with different payloads and accelerations. The experiments using the proposed model showed accuracies of 96.67% along straight trajectories and 81.25% along curved trajectories in the estimation of energy consumption.
url https://doi.org/10.1177/1729881420909654
work_keys_str_mv AT mauriciofjaramillomorales energyestimationfordifferentialdrivemobilerobotsonstraightandrotationaltrajectories
AT sedatdogru energyestimationfordifferentialdrivemobilerobotsonstraightandrotationaltrajectories
AT juanbgomezmendoza energyestimationfordifferentialdrivemobilerobotsonstraightandrotationaltrajectories
AT linomarques energyestimationfordifferentialdrivemobilerobotsonstraightandrotationaltrajectories
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