An Intelligent Space for Mobile Robot Localization Using a Multi-Camera System
This paper describes an intelligent space, whose objective is to localize and control robots or robotic wheelchairs to help people. Such an intelligent space has 11 cameras distributed in two laboratories and a corridor. The cameras are fixed in the environment, and image capturing is done synchrono...
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2014-08-01
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doaj-036cbe93208f4de79de86f2af0577b962020-11-25T00:59:40ZengMDPI AGSensors1424-82202014-08-01148150391506410.3390/s140815039s140815039An Intelligent Space for Mobile Robot Localization Using a Multi-Camera SystemMariana Rampinelli0Vitor Buback Covre1Felippe Mendonça de Queiroz2Raquel Frizera Vassallo3Teodiano Freire Bastos-Filho4Manuel Mazo5Department of Electro-Mechanics, Federal Institute of Education, Science and Technology of Espirito Santo (IFES), Estrada da Tartaruga, s/n, 29215-090, Guarapari, Espirito Santo, BrazilDepartment of Electrical Engineering, Federal University of Espirito Santo (UFES), Av. Fernando Ferrari, s/n, 29075-910, Vitoria, Espirito Santo, BrazilDepartment of Electrical Engineering, Federal University of Espirito Santo (UFES), Av. Fernando Ferrari, s/n, 29075-910, Vitoria, Espirito Santo, BrazilDepartment of Electrical Engineering, Federal University of Espirito Santo (UFES), Av. Fernando Ferrari, s/n, 29075-910, Vitoria, Espirito Santo, BrazilDepartment of Electrical Engineering, Federal University of Espirito Santo (UFES), Av. Fernando Ferrari, s/n, 29075-910, Vitoria, Espirito Santo, BrazilElectronics Department, University of Alcala, Campus Universitario s/n, 28805, Alcala de Henares, Madrid, SpainThis paper describes an intelligent space, whose objective is to localize and control robots or robotic wheelchairs to help people. Such an intelligent space has 11 cameras distributed in two laboratories and a corridor. The cameras are fixed in the environment, and image capturing is done synchronously. The system was programmed as a client/server with TCP/IP connections, and a communication protocol was defined. The client coordinates the activities inside the intelligent space, and the servers provide the information needed for that. Once the cameras are used for localization, they have to be properly calibrated. Therefore, a calibration method for a multi-camera network is also proposed in this paper. A robot is used to move a calibration pattern throughout the field of view of the cameras. Then, the captured images and the robot odometry are used for calibration. As a result, the proposed algorithm provides a solution for multi-camera calibration and robot localization at the same time. The intelligent space and the calibration method were evaluated under different scenarios using computer simulations and real experiments. The results demonstrate the proper functioning of the intelligent space and validate the multi-camera calibration method, which also improves robot localization.http://www.mdpi.com/1424-8220/14/8/15039intelligent spacemulti-camera networkmobile robot localization |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Mariana Rampinelli Vitor Buback Covre Felippe Mendonça de Queiroz Raquel Frizera Vassallo Teodiano Freire Bastos-Filho Manuel Mazo |
spellingShingle |
Mariana Rampinelli Vitor Buback Covre Felippe Mendonça de Queiroz Raquel Frizera Vassallo Teodiano Freire Bastos-Filho Manuel Mazo An Intelligent Space for Mobile Robot Localization Using a Multi-Camera System Sensors intelligent space multi-camera network mobile robot localization |
author_facet |
Mariana Rampinelli Vitor Buback Covre Felippe Mendonça de Queiroz Raquel Frizera Vassallo Teodiano Freire Bastos-Filho Manuel Mazo |
author_sort |
Mariana Rampinelli |
title |
An Intelligent Space for Mobile Robot Localization Using a Multi-Camera System |
title_short |
An Intelligent Space for Mobile Robot Localization Using a Multi-Camera System |
title_full |
An Intelligent Space for Mobile Robot Localization Using a Multi-Camera System |
title_fullStr |
An Intelligent Space for Mobile Robot Localization Using a Multi-Camera System |
title_full_unstemmed |
An Intelligent Space for Mobile Robot Localization Using a Multi-Camera System |
title_sort |
intelligent space for mobile robot localization using a multi-camera system |
publisher |
MDPI AG |
series |
Sensors |
issn |
1424-8220 |
publishDate |
2014-08-01 |
description |
This paper describes an intelligent space, whose objective is to localize and control robots or robotic wheelchairs to help people. Such an intelligent space has 11 cameras distributed in two laboratories and a corridor. The cameras are fixed in the environment, and image capturing is done synchronously. The system was programmed as a client/server with TCP/IP connections, and a communication protocol was defined. The client coordinates the activities inside the intelligent space, and the servers provide the information needed for that. Once the cameras are used for localization, they have to be properly calibrated. Therefore, a calibration method for a multi-camera network is also proposed in this paper. A robot is used to move a calibration pattern throughout the field of view of the cameras. Then, the captured images and the robot odometry are used for calibration. As a result, the proposed algorithm provides a solution for multi-camera calibration and robot localization at the same time. The intelligent space and the calibration method were evaluated under different scenarios using computer simulations and real experiments. The results demonstrate the proper functioning of the intelligent space and validate the multi-camera calibration method, which also improves robot localization. |
topic |
intelligent space multi-camera network mobile robot localization |
url |
http://www.mdpi.com/1424-8220/14/8/15039 |
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