Location Verification in Next-Generation Non-Terrestrial Networks

Reliable location awareness is essential for the development of new services and applications in non-terrestrial networks (NTNs). The ability of malicious users to report false location information poses a significant threat to the performance of NTNs. This threat introduces the need for a flexible and robust location verification system (LVS) that can reliably detect malicious users. This paper proposes a single-satellite LVS based on round-trip time and angle-of-arrival measurements. We characterize several sources of uncertainty unique to NTNs and examine their combined effect on positioning error. Using this model, we approximate a likelihood function for the unknown user position and propose a likelihood ratio decision rule for location verification. Results display receiver operating characteristic (ROC) curves to evaluate the LVS performance when a malicious user is located at various distances from its reported location. When compared with two other baseline LVSs, the proposed system is shown to significantly improve area under the ROC curve performance.

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Published
2024-10-28
DOI
https://doi.org/10.1109/milcom61039.2024.10774026
Primary Topic
Indoor and Outdoor Localization Technologies
Type
article
Field-Weighted Citation Impact
0.00

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article

Location Verification in Next-Generation Non-Terrestrial Networks

Andrea Conti, Michael Ricard, Girim Kwon, Seungnyun Kim et al.
Indoor and Outdoor Localization Technologies
article

Location Verification in Next-Generation Non-Terrestrial Networks

Andrea Conti, Michael Ricard, Girim Kwon, Seungnyun Kim, Vijitha Weerackody, Moe Z. Win, Nathan Schatz, Bernardo Camajori Tedeschini, Tyler Klein
article en

Abstract

Reliable location awareness is essential for the development of new services and applications in non-terrestrial networks (NTNs). The ability of malicious users to report false location information poses a significant threat to the performance of NTNs. This threat introduces the need for a flexible and robust location verification system (LVS) that can reliably detect malicious users. This paper proposes a single-satellite LVS based on round-trip time and angle-of-arrival measurements. We characterize several sources of uncertainty unique to NTNs and examine their combined effect on positioning error. Using this model, we approximate a likelihood function for the unknown user position and propose a likelihood ratio decision rule for location verification. Results display receiver operating characteristic (ROC) curves to evaluate the LVS performance when a malicious user is located at various distances from its reported location. When compared with two other baseline LVSs, the proposed system is shown to significantly improve area under the ROC curve performance.

Draper Laboratory (US), University of Ferrara (IT), Johns Hopkins University Applied Physics Laboratory (US), Decision Systems (United States) (US), Massachusetts Institute of Technology (US)
National Science Foundation, Office of Naval Research
Openalex Percentile: Top 80%
Indoor and Outdoor Localization Technologies
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Location Verification in Next-Generation Non-Terrestrial Networks — Andrea Conti, Michael Ricard, et al. · (2024) | TGRS Research Map | TGRS