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Building a Real-Time Testing Platform for Unmanned Ground Vehicles with UDP Bridge

Perception and vehicle control remain major challenges in the autonomous driving domain. To find a proper system configuration, thorough testing is needed. Recent advances in graphics and physics simulation allow researchers to build highly realistic simulations that can be used for testing in safet...

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Detalles Bibliográficos
Autores principales: Sobczak, Łukasz, Filus, Katarzyna, Domańska, Joanna, Domański, Adam
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9654903/
https://www.ncbi.nlm.nih.gov/pubmed/36366191
http://dx.doi.org/10.3390/s22218493
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author Sobczak, Łukasz
Filus, Katarzyna
Domańska, Joanna
Domański, Adam
author_facet Sobczak, Łukasz
Filus, Katarzyna
Domańska, Joanna
Domański, Adam
author_sort Sobczak, Łukasz
collection PubMed
description Perception and vehicle control remain major challenges in the autonomous driving domain. To find a proper system configuration, thorough testing is needed. Recent advances in graphics and physics simulation allow researchers to build highly realistic simulations that can be used for testing in safety-critical domains and inaccessible environments. Despite the high complexity of urban environments, it is the non-urban areas that are more challenging. Nevertheless, the existing simulators focus mainly on urban driving. Therefore, in this work, we describe our approach to building a flexible real-time testing platform for unmanned ground vehicles for indoor and off-road environments. Our platform consists of our original simulator, robotic operating system (ROS), and a bridge between them. To enable compatibility and real-time communication with ROS, we generate data interchangeable with real-life readings and propose our original communication solution, UDP Bridge, that enables up to 9.5 times faster communication than the existing solution, ROS#. As a result, all of the autonomy algorithms can be run in real-time directly in ROS, which is how we obtained our experimental results. We provide detailed descriptions of the components used to build our integrated platform.
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spelling pubmed-96549032022-11-15 Building a Real-Time Testing Platform for Unmanned Ground Vehicles with UDP Bridge Sobczak, Łukasz Filus, Katarzyna Domańska, Joanna Domański, Adam Sensors (Basel) Article Perception and vehicle control remain major challenges in the autonomous driving domain. To find a proper system configuration, thorough testing is needed. Recent advances in graphics and physics simulation allow researchers to build highly realistic simulations that can be used for testing in safety-critical domains and inaccessible environments. Despite the high complexity of urban environments, it is the non-urban areas that are more challenging. Nevertheless, the existing simulators focus mainly on urban driving. Therefore, in this work, we describe our approach to building a flexible real-time testing platform for unmanned ground vehicles for indoor and off-road environments. Our platform consists of our original simulator, robotic operating system (ROS), and a bridge between them. To enable compatibility and real-time communication with ROS, we generate data interchangeable with real-life readings and propose our original communication solution, UDP Bridge, that enables up to 9.5 times faster communication than the existing solution, ROS#. As a result, all of the autonomy algorithms can be run in real-time directly in ROS, which is how we obtained our experimental results. We provide detailed descriptions of the components used to build our integrated platform. MDPI 2022-11-04 /pmc/articles/PMC9654903/ /pubmed/36366191 http://dx.doi.org/10.3390/s22218493 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
Sobczak, Łukasz
Filus, Katarzyna
Domańska, Joanna
Domański, Adam
Building a Real-Time Testing Platform for Unmanned Ground Vehicles with UDP Bridge
title Building a Real-Time Testing Platform for Unmanned Ground Vehicles with UDP Bridge
title_full Building a Real-Time Testing Platform for Unmanned Ground Vehicles with UDP Bridge
title_fullStr Building a Real-Time Testing Platform for Unmanned Ground Vehicles with UDP Bridge
title_full_unstemmed Building a Real-Time Testing Platform for Unmanned Ground Vehicles with UDP Bridge
title_short Building a Real-Time Testing Platform for Unmanned Ground Vehicles with UDP Bridge
title_sort building a real-time testing platform for unmanned ground vehicles with udp bridge
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9654903/
https://www.ncbi.nlm.nih.gov/pubmed/36366191
http://dx.doi.org/10.3390/s22218493
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