# Fault Detection in Real-Time Kinematic Positioning Using Multiple Reference Stations

**Authors:** Euiho Kim, Soomin Lee

PMC · DOI: 10.3390/s25154653 · Sensors (Basel, Switzerland) · 2025-07-27

## TL;DR

This paper explores how using multiple reference stations improves fault detection in GPS positioning systems.

## Contribution

The study introduces a method to reduce missed detection probability in MR-RTK by using multiple reference stations.

## Key findings

- Using up to four reference stations reduced missed detection probability by up to 55.0%.
- The method was validated with test data from a ground rover and nearby CORSs.
- MR-RTK leverages multiple reference stations to improve fault detection in real-time.

## Abstract

Multiple-reference-station-based real-time kinematics (MR-RTK) is an advanced RTK technique that leverages global navigation satellite system (GNSS) measurements from multiple reference stations and their known baselines. This study investigates the fault detection capabilities of MR-RTK by employing additional measurements from continuously operating reference stations (CORSs) to evaluate the probability of missed detection. The proposed method was validated using test data from a ground rover and a few CORSs within a 10 km radius. The test results show that the missed detection probability decreased by up to 55.0% as the number of reference stations increased up to four.

## Full-text entities

- **Diseases:** DD (MESH:D005671), CORSs (MESH:D053591), injury to (MESH:D014947)
- **Chemicals:** HONG (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12349207/full.md

## References

28 references — full list in the complete paper: https://tomesphere.com/paper/PMC12349207/full.md

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Source: https://tomesphere.com/paper/PMC12349207