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Graph-Based Cooperative Localization Using Symmetric Measurement Equations

Precise localization is a key requirement for the success of highly assisted or autonomous vehicles. The diminishing cost of hardware has resulted in a proliferation of the number of sensors in the environment. Cooperative localization (CL) presents itself as a feasible and effective solution for lo...

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Detalles Bibliográficos
Autores principales: Gulati, Dhiraj, Zhang, Feihu, Clarke, Daniel, Knoll, Alois
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5492843/
https://www.ncbi.nlm.nih.gov/pubmed/28629141
http://dx.doi.org/10.3390/s17061422
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author Gulati, Dhiraj
Zhang, Feihu
Clarke, Daniel
Knoll, Alois
author_facet Gulati, Dhiraj
Zhang, Feihu
Clarke, Daniel
Knoll, Alois
author_sort Gulati, Dhiraj
collection PubMed
description Precise localization is a key requirement for the success of highly assisted or autonomous vehicles. The diminishing cost of hardware has resulted in a proliferation of the number of sensors in the environment. Cooperative localization (CL) presents itself as a feasible and effective solution for localizing the ego-vehicle and its neighboring vehicles. However, one of the major challenges to fully realize the effective use of infrastructure sensors for jointly estimating the state of a vehicle in cooperative vehicle-infrastructure localization is an effective data association. In this paper, we propose a method which implements symmetric measurement equations within factor graphs in order to overcome the data association challenge with a reduced bandwidth overhead. Simulated results demonstrate the benefits of the proposed approach in comparison with our previously proposed approach of topology factors.
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spelling pubmed-54928432017-07-03 Graph-Based Cooperative Localization Using Symmetric Measurement Equations Gulati, Dhiraj Zhang, Feihu Clarke, Daniel Knoll, Alois Sensors (Basel) Article Precise localization is a key requirement for the success of highly assisted or autonomous vehicles. The diminishing cost of hardware has resulted in a proliferation of the number of sensors in the environment. Cooperative localization (CL) presents itself as a feasible and effective solution for localizing the ego-vehicle and its neighboring vehicles. However, one of the major challenges to fully realize the effective use of infrastructure sensors for jointly estimating the state of a vehicle in cooperative vehicle-infrastructure localization is an effective data association. In this paper, we propose a method which implements symmetric measurement equations within factor graphs in order to overcome the data association challenge with a reduced bandwidth overhead. Simulated results demonstrate the benefits of the proposed approach in comparison with our previously proposed approach of topology factors. MDPI 2017-06-17 /pmc/articles/PMC5492843/ /pubmed/28629141 http://dx.doi.org/10.3390/s17061422 Text en © 2017 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
Gulati, Dhiraj
Zhang, Feihu
Clarke, Daniel
Knoll, Alois
Graph-Based Cooperative Localization Using Symmetric Measurement Equations
title Graph-Based Cooperative Localization Using Symmetric Measurement Equations
title_full Graph-Based Cooperative Localization Using Symmetric Measurement Equations
title_fullStr Graph-Based Cooperative Localization Using Symmetric Measurement Equations
title_full_unstemmed Graph-Based Cooperative Localization Using Symmetric Measurement Equations
title_short Graph-Based Cooperative Localization Using Symmetric Measurement Equations
title_sort graph-based cooperative localization using symmetric measurement equations
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5492843/
https://www.ncbi.nlm.nih.gov/pubmed/28629141
http://dx.doi.org/10.3390/s17061422
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AT knollalois graphbasedcooperativelocalizationusingsymmetricmeasurementequations