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A Single RF Emitter-Based Indoor Navigation Method for Autonomous Service Robots
Location-aware services are one of the key elements of modern intelligent applications. Numerous real-world applications such as factory automation, indoor delivery, and even search and rescue scenarios require autonomous robots to have the ability to navigate in an unknown environment and reach mob...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5854970/ https://www.ncbi.nlm.nih.gov/pubmed/29443906 http://dx.doi.org/10.3390/s18020585 |
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author | Sherwin, Tyrone Easte, Mikala Chen, Andrew Tzer-Yeu Wang, Kevin I-Kai Dai, Wenbin |
author_facet | Sherwin, Tyrone Easte, Mikala Chen, Andrew Tzer-Yeu Wang, Kevin I-Kai Dai, Wenbin |
author_sort | Sherwin, Tyrone |
collection | PubMed |
description | Location-aware services are one of the key elements of modern intelligent applications. Numerous real-world applications such as factory automation, indoor delivery, and even search and rescue scenarios require autonomous robots to have the ability to navigate in an unknown environment and reach mobile targets with minimal or no prior infrastructure deployment. This research investigates and proposes a novel approach of dynamic target localisation using a single RF emitter, which will be used as the basis of allowing autonomous robots to navigate towards and reach a target. Through the use of multiple directional antennae, Received Signal Strength (RSS) is compared to determine the most probable direction of the targeted emitter, which is combined with the distance estimates to improve the localisation performance. The accuracy of the position estimate is further improved using a particle filter to mitigate the fluctuating nature of real-time RSS data. Based on the direction information, a motion control algorithm is proposed, using Simultaneous Localisation and Mapping (SLAM) and A* path planning to enable navigation through unknown complex environments. A number of navigation scenarios were developed in the context of factory automation applications to demonstrate and evaluate the functionality and performance of the proposed system. |
format | Online Article Text |
id | pubmed-5854970 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-58549702018-03-20 A Single RF Emitter-Based Indoor Navigation Method for Autonomous Service Robots Sherwin, Tyrone Easte, Mikala Chen, Andrew Tzer-Yeu Wang, Kevin I-Kai Dai, Wenbin Sensors (Basel) Article Location-aware services are one of the key elements of modern intelligent applications. Numerous real-world applications such as factory automation, indoor delivery, and even search and rescue scenarios require autonomous robots to have the ability to navigate in an unknown environment and reach mobile targets with minimal or no prior infrastructure deployment. This research investigates and proposes a novel approach of dynamic target localisation using a single RF emitter, which will be used as the basis of allowing autonomous robots to navigate towards and reach a target. Through the use of multiple directional antennae, Received Signal Strength (RSS) is compared to determine the most probable direction of the targeted emitter, which is combined with the distance estimates to improve the localisation performance. The accuracy of the position estimate is further improved using a particle filter to mitigate the fluctuating nature of real-time RSS data. Based on the direction information, a motion control algorithm is proposed, using Simultaneous Localisation and Mapping (SLAM) and A* path planning to enable navigation through unknown complex environments. A number of navigation scenarios were developed in the context of factory automation applications to demonstrate and evaluate the functionality and performance of the proposed system. MDPI 2018-02-14 /pmc/articles/PMC5854970/ /pubmed/29443906 http://dx.doi.org/10.3390/s18020585 Text en © 2018 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Sherwin, Tyrone Easte, Mikala Chen, Andrew Tzer-Yeu Wang, Kevin I-Kai Dai, Wenbin A Single RF Emitter-Based Indoor Navigation Method for Autonomous Service Robots |
title | A Single RF Emitter-Based Indoor Navigation Method for Autonomous Service Robots |
title_full | A Single RF Emitter-Based Indoor Navigation Method for Autonomous Service Robots |
title_fullStr | A Single RF Emitter-Based Indoor Navigation Method for Autonomous Service Robots |
title_full_unstemmed | A Single RF Emitter-Based Indoor Navigation Method for Autonomous Service Robots |
title_short | A Single RF Emitter-Based Indoor Navigation Method for Autonomous Service Robots |
title_sort | single rf emitter-based indoor navigation method for autonomous service robots |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5854970/ https://www.ncbi.nlm.nih.gov/pubmed/29443906 http://dx.doi.org/10.3390/s18020585 |
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