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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2017
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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. |
format | Online Article Text |
id | pubmed-5492843 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT gulatidhiraj graphbasedcooperativelocalizationusingsymmetricmeasurementequations AT zhangfeihu graphbasedcooperativelocalizationusingsymmetricmeasurementequations AT clarkedaniel graphbasedcooperativelocalizationusingsymmetricmeasurementequations AT knollalois graphbasedcooperativelocalizationusingsymmetricmeasurementequations |