Assessment of GNSS Performance and Error Bounding for SAIL III UAS Operations

The growing use of UASs in complex operations, including Beyond Visual Line of Sight (BVLOS) operations and missions over populated areas, has increased the need for robust navigation integrity. Within this framework, a GNSS is often used as the primary source for positioning, but its reliability can be affected by various degradation sources, particularly in urban or constrained environments. This paper explores the implications of using GNSSs as an external service in SAIL III operations, with a focus on Operational Safety Objective (OSO) #13, defined in Specific Operations Risk Assessment (SORA) 2.5. A review of SORA 2.5 requirements is provided, followed by experiments involving GNSS data acquisitions in different environments using both high-end and mid-range receivers. Various performance indicators available from the receivers, such as the Dilution of Precision (DOP), Carrier-to-Noise Density Ratio (C/N0), estimated accuracy, and PLs, are examined to assess their ability to detect navigation degradations in real time. The results show that Protection Levels outperform the other indicators in detecting degradations under challenging conditions, highlighting the current limitations of GNSS-based navigation monitoring for specific category UAS operations.

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Publication Details

Journal
Drones
Published
2025-11-07
DOI
https://doi.org/10.3390/drones9110776
Primary Topic
Air Traffic Management and Optimization
Type
article
Field-Weighted Citation Impact
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article

Assessment of GNSS Performance and Error Bounding for SAIL III UAS Operations

E. Lacarra, Pablo Haro, J. Bruzual, Rodrigo A. González et al.
Drones
Air Traffic Management and Optimization
article

Assessment of GNSS Performance and Error Bounding for SAIL III UAS Operations

E. Lacarra, Pablo Haro, J. Bruzual, Rodrigo A. González, Stefan Hristozov, Matthias Vyshnevskyy, Jakub Karas, Marcos dos Santos, L. M. González-deSantos, E. Delso Gil, Damián Socías, Graciela López, Jan Gebhardt, S. R. Bellingham
article en

Abstract

The growing use of UASs in complex operations, including Beyond Visual Line of Sight (BVLOS) operations and missions over populated areas, has increased the need for robust navigation integrity. Within this framework, a GNSS is often used as the primary source for positioning, but its reliability can be affected by various degradation sources, particularly in urban or constrained environments. This paper explores the implications of using GNSSs as an external service in SAIL III operations, with a focus on Operational Safety Objective (OSO) #13, defined in Specific Operations Risk Assessment (SORA) 2.5. A review of SORA 2.5 requirements is provided, followed by experiments involving GNSS data acquisitions in different environments using both high-end and mid-range receivers. Various performance indicators available from the receivers, such as the Dilution of Precision (DOP), Carrier-to-Noise Density Ratio (C/N0), estimated accuracy, and PLs, are examined to assess their ability to detect navigation degradations in real time. The results show that Protection Levels outperform the other indicators in detecting degradations under challenging conditions, highlighting the current limitations of GNSS-based navigation monitoring for specific category UAS operations.

DronesVol. 9(11)
Eurocontrol (FR), European Union Satellite Centre (ES), Royal Canadian Navy (CA), Russian Federal Space Agency (RU), IberEspacio (Spain) (ES), Deutsche Gesellschaft für Muskelkranke (DE), Eaton (Germany) (DE), Food Research and Development Institute (BG), GMV Innovating Solutions (Spain) (ES)
Openalex Percentile: Top 55%
Air Traffic Management and Optimization
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