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Performance Analysis of Relative GPS Positioning for Low-Cost Receiver-Equipped Agricultural Rovers

Global navigation satellite systems (GNSSs) became an integral part of all aspects of our lives, whether for positioning, navigation, or timing services. These systems are central to a range of applications including road, aviation, maritime, and location-based services, agriculture, and surveying....

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Autores principales: Carvalho, Gustavo S., Silva, Felipe O., Pacheco, Marcus Vinicius O., Campos, Gleydson A. O.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10650014/
https://www.ncbi.nlm.nih.gov/pubmed/37960534
http://dx.doi.org/10.3390/s23218835
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author Carvalho, Gustavo S.
Silva, Felipe O.
Pacheco, Marcus Vinicius O.
Campos, Gleydson A. O.
author_facet Carvalho, Gustavo S.
Silva, Felipe O.
Pacheco, Marcus Vinicius O.
Campos, Gleydson A. O.
author_sort Carvalho, Gustavo S.
collection PubMed
description Global navigation satellite systems (GNSSs) became an integral part of all aspects of our lives, whether for positioning, navigation, or timing services. These systems are central to a range of applications including road, aviation, maritime, and location-based services, agriculture, and surveying. The Global Positioning System (GPS) Standard Position Service (SPS) provides position accuracy up to 10 m. However, some modern-day applications, such as precision agriculture (PA), smart farms, and Agriculture 4.0, have demanded navigation technologies able to provide more accurate positioning at a low cost, especially for vehicle guidance and variable rate technology purposes. The Society of Automotive Engineers (SAE), for instance, through its standard J2945 defines a maximum of 1.5 m of horizontal positioning error at 68% probability ([Formula: see text]), aiming at terrestrial vehicle-to-vehicle (V2V) applications. GPS position accuracy may be improved by addressing the common-mode errors contained in its observables, and relative GNSS (RGNSS) is a well-known technique for overcoming this issue. This paper builds upon previous research conducted by the authors and investigates the sensitivity of the position estimation accuracy of low-cost receiver-equipped agricultural rovers as a function of two degradation factors that RGNSS is susceptible to: communication failures and baseline distances between GPS receivers. The extended Kalman filter (EKF) approach is used for position estimation, based on which we show that it is possible to achieve 1.5 m horizontal accuracy at 68% probability ([Formula: see text]) for communication failures up to 3000 s and baseline separation of around 1500 km. Experimental data from the Brazilian Network for Continuous Monitoring of GNSS (RBMC) and a moving agricultural rover equipped with a low-cost GPS receiver are used to validate the analysis.
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spelling pubmed-106500142023-10-30 Performance Analysis of Relative GPS Positioning for Low-Cost Receiver-Equipped Agricultural Rovers Carvalho, Gustavo S. Silva, Felipe O. Pacheco, Marcus Vinicius O. Campos, Gleydson A. O. Sensors (Basel) Article Global navigation satellite systems (GNSSs) became an integral part of all aspects of our lives, whether for positioning, navigation, or timing services. These systems are central to a range of applications including road, aviation, maritime, and location-based services, agriculture, and surveying. The Global Positioning System (GPS) Standard Position Service (SPS) provides position accuracy up to 10 m. However, some modern-day applications, such as precision agriculture (PA), smart farms, and Agriculture 4.0, have demanded navigation technologies able to provide more accurate positioning at a low cost, especially for vehicle guidance and variable rate technology purposes. The Society of Automotive Engineers (SAE), for instance, through its standard J2945 defines a maximum of 1.5 m of horizontal positioning error at 68% probability ([Formula: see text]), aiming at terrestrial vehicle-to-vehicle (V2V) applications. GPS position accuracy may be improved by addressing the common-mode errors contained in its observables, and relative GNSS (RGNSS) is a well-known technique for overcoming this issue. This paper builds upon previous research conducted by the authors and investigates the sensitivity of the position estimation accuracy of low-cost receiver-equipped agricultural rovers as a function of two degradation factors that RGNSS is susceptible to: communication failures and baseline distances between GPS receivers. The extended Kalman filter (EKF) approach is used for position estimation, based on which we show that it is possible to achieve 1.5 m horizontal accuracy at 68% probability ([Formula: see text]) for communication failures up to 3000 s and baseline separation of around 1500 km. Experimental data from the Brazilian Network for Continuous Monitoring of GNSS (RBMC) and a moving agricultural rover equipped with a low-cost GPS receiver are used to validate the analysis. MDPI 2023-10-30 /pmc/articles/PMC10650014/ /pubmed/37960534 http://dx.doi.org/10.3390/s23218835 Text en © 2023 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
Carvalho, Gustavo S.
Silva, Felipe O.
Pacheco, Marcus Vinicius O.
Campos, Gleydson A. O.
Performance Analysis of Relative GPS Positioning for Low-Cost Receiver-Equipped Agricultural Rovers
title Performance Analysis of Relative GPS Positioning for Low-Cost Receiver-Equipped Agricultural Rovers
title_full Performance Analysis of Relative GPS Positioning for Low-Cost Receiver-Equipped Agricultural Rovers
title_fullStr Performance Analysis of Relative GPS Positioning for Low-Cost Receiver-Equipped Agricultural Rovers
title_full_unstemmed Performance Analysis of Relative GPS Positioning for Low-Cost Receiver-Equipped Agricultural Rovers
title_short Performance Analysis of Relative GPS Positioning for Low-Cost Receiver-Equipped Agricultural Rovers
title_sort performance analysis of relative gps positioning for low-cost receiver-equipped agricultural rovers
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10650014/
https://www.ncbi.nlm.nih.gov/pubmed/37960534
http://dx.doi.org/10.3390/s23218835
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