Evaluation of the Path-Tracking Accuracy of a Three-Wheeled Omnidirectional Mobile Robot Designed as a Personal Assistant

This paper presents the empirical evaluation of the path-tracking accuracy of a three-wheeled omnidirectional mobile robot that is able to move in any direction while simultaneously changing its orientation. The mobile robot assessed in this paper includes a precise onboard LIDAR for obstacle avoida...

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Autores principales: Jordi Palacín, Elena Rubies, Eduard Clotet, David Martínez
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Lenguaje:EN
Publicado: MDPI AG 2021
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spelling oai:doaj.org-article:d69518e87ead42d9ab8cabb841b254822021-11-11T19:11:43ZEvaluation of the Path-Tracking Accuracy of a Three-Wheeled Omnidirectional Mobile Robot Designed as a Personal Assistant10.3390/s212172161424-8220https://doaj.org/article/d69518e87ead42d9ab8cabb841b254822021-10-01T00:00:00Zhttps://www.mdpi.com/1424-8220/21/21/7216https://doaj.org/toc/1424-8220This paper presents the empirical evaluation of the path-tracking accuracy of a three-wheeled omnidirectional mobile robot that is able to move in any direction while simultaneously changing its orientation. The mobile robot assessed in this paper includes a precise onboard LIDAR for obstacle avoidance, self-location and map creation, path-planning and path-tracking. This mobile robot has been used to develop several assistive services, but the accuracy of its path-tracking system has not been specifically evaluated until now. To this end, this paper describes the kinematics and path-planning procedure implemented in the mobile robot and empirically evaluates the accuracy of its path-tracking system that corrects the trajectory. In this paper, the information gathered by the LIDAR is registered to obtain the ground truth trajectory of the mobile robot in order to estimate the path-tracking accuracy of each experiment conducted. Circular and eight-shaped trajectories were assessed with different translational velocities. In general, the accuracy obtained in circular trajectories is within a short range, but the accuracy obtained in eight-shaped trajectories worsens as the velocity increases. In the case of the mobile robot moving at its nominal translational velocity, 0.3 m/s, the root mean square (RMS) displacement error was 0.032 m for the circular trajectory and 0.039 m for the eight-shaped trajectory; the absolute maximum displacement errors were 0.077 m and 0.088 m, with RMS errors in the angular orientation of 6.27° and 7.76°, respectively. Moreover, the external visual perception generated by these error levels is that the trajectory of the mobile robot is smooth, with a constant velocity and without perceiving trajectory corrections.Jordi PalacínElena RubiesEduard ClotetDavid MartínezMDPI AGarticleomnidirectional mobile robotomnidirectional wheelpath trackingkinematic modelinverse kinematic modelChemical technologyTP1-1185ENSensors, Vol 21, Iss 7216, p 7216 (2021)
institution DOAJ
collection DOAJ
language EN
topic omnidirectional mobile robot
omnidirectional wheel
path tracking
kinematic model
inverse kinematic model
Chemical technology
TP1-1185
spellingShingle omnidirectional mobile robot
omnidirectional wheel
path tracking
kinematic model
inverse kinematic model
Chemical technology
TP1-1185
Jordi Palacín
Elena Rubies
Eduard Clotet
David Martínez
Evaluation of the Path-Tracking Accuracy of a Three-Wheeled Omnidirectional Mobile Robot Designed as a Personal Assistant
description This paper presents the empirical evaluation of the path-tracking accuracy of a three-wheeled omnidirectional mobile robot that is able to move in any direction while simultaneously changing its orientation. The mobile robot assessed in this paper includes a precise onboard LIDAR for obstacle avoidance, self-location and map creation, path-planning and path-tracking. This mobile robot has been used to develop several assistive services, but the accuracy of its path-tracking system has not been specifically evaluated until now. To this end, this paper describes the kinematics and path-planning procedure implemented in the mobile robot and empirically evaluates the accuracy of its path-tracking system that corrects the trajectory. In this paper, the information gathered by the LIDAR is registered to obtain the ground truth trajectory of the mobile robot in order to estimate the path-tracking accuracy of each experiment conducted. Circular and eight-shaped trajectories were assessed with different translational velocities. In general, the accuracy obtained in circular trajectories is within a short range, but the accuracy obtained in eight-shaped trajectories worsens as the velocity increases. In the case of the mobile robot moving at its nominal translational velocity, 0.3 m/s, the root mean square (RMS) displacement error was 0.032 m for the circular trajectory and 0.039 m for the eight-shaped trajectory; the absolute maximum displacement errors were 0.077 m and 0.088 m, with RMS errors in the angular orientation of 6.27° and 7.76°, respectively. Moreover, the external visual perception generated by these error levels is that the trajectory of the mobile robot is smooth, with a constant velocity and without perceiving trajectory corrections.
format article
author Jordi Palacín
Elena Rubies
Eduard Clotet
David Martínez
author_facet Jordi Palacín
Elena Rubies
Eduard Clotet
David Martínez
author_sort Jordi Palacín
title Evaluation of the Path-Tracking Accuracy of a Three-Wheeled Omnidirectional Mobile Robot Designed as a Personal Assistant
title_short Evaluation of the Path-Tracking Accuracy of a Three-Wheeled Omnidirectional Mobile Robot Designed as a Personal Assistant
title_full Evaluation of the Path-Tracking Accuracy of a Three-Wheeled Omnidirectional Mobile Robot Designed as a Personal Assistant
title_fullStr Evaluation of the Path-Tracking Accuracy of a Three-Wheeled Omnidirectional Mobile Robot Designed as a Personal Assistant
title_full_unstemmed Evaluation of the Path-Tracking Accuracy of a Three-Wheeled Omnidirectional Mobile Robot Designed as a Personal Assistant
title_sort evaluation of the path-tracking accuracy of a three-wheeled omnidirectional mobile robot designed as a personal assistant
publisher MDPI AG
publishDate 2021
url https://doaj.org/article/d69518e87ead42d9ab8cabb841b25482
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AT eduardclotet evaluationofthepathtrackingaccuracyofathreewheeledomnidirectionalmobilerobotdesignedasapersonalassistant
AT davidmartinez evaluationofthepathtrackingaccuracyofathreewheeledomnidirectionalmobilerobotdesignedasapersonalassistant
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