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[LOGBOOK] GPS Testing and Analysis

Rafi Adhitya
11 January 2026
GPSRTKNavigation
[LOGBOOK] GPS Testing and Analysis

Introduction

The Mandakini Raiden navigation system utilizes a GPS module as the primary component for determining the real-time position of the unmanned surface vessel. The reliability and accuracy of the navigation system are critical to mission success, particularly for operations that require high positional precision such as waypoint tracking and precise maneuvering.

To enhance positional accuracy, the GPS system was evaluated under several positioning solution modes, namely 3D Fix, RTK Float, and RTK Fixed. This testing aims to analyze the performance of each mode and to quantify the accuracy improvements achieved through the integration of RTK technology.


Challenges

The main challenges encountered during GPS testing include variations in GNSS signal quality due to environmental conditions, multipath effects caused by surrounding structures, and convergence time required for RTK solutions to stabilize. These factors can influence the consistency and reliability of the positional data collected during testing.


Main Component

  • RTK-enabled GPS Module
  • Pixhawk Flight Controller
  • RTK Base Station
  • Telemetry Radio
  • Power Distribution System

Testing Metodhs

GPS testing was conducted by measuring vertical and horizontal position accuracy at several predefined waypoints. Each waypoint was tested three times for each GPS positioning mode: 3D Fix, RTK Float, and RTK Fixed.

The total positional error, referred to as overshoot, was calculated using the Euclidean distance approach:

Overshoot = sqrt((Vertical Accuracy)^2 + (Horizontal Accuracy)^2)

This calculation provides a single metric representing the overall positional deviation from the target waypoint in meters.


Implementation

The testing procedure was carried out by positioning the vessel at predefined waypoints and recording vertical and horizontal accuracy data directly from the navigation system. All tests were performed under identical hardware configurations and similar environmental conditions to ensure consistency and fair performance comparison among the GPS modes.


Result and Analysis

The results of the GPS testing are summarized in Table 1, Table 2, and Table 3, which respectively present the positioning accuracy results for the 3D Fix, RTK Float, and RTK Fixed modes.

Analysis of the results indicates that the 3D Fix mode exhibits the largest positional error, reflecting the limitations of standalone GNSS positioning. The RTK Float mode demonstrates a significant reduction in overshoot, indicating improved accuracy through differential corrections, although some variability between measurements remains.

The RTK Fixed mode provides the best performance, achieving the lowest and most consistent overshoot values across all waypoints. This confirms that the navigation system is capable of centimeter-level positioning accuracy when RTK ambiguity resolution is fully fixed.

Table 1. GPS Accuracy Test Results Using 3D Fix Mode

WaypointTestVertical Accuracy (m)Horizontal Accuracy (m)Overshoot (m)GPS Status
112.221.182.523D Fix
22.321.172.603D Fix
32.261.222.573D Fix
212.211.102.473D Fix
22.261.132.533D Fix
32.301.162.583D Fix
312.131.092.393D Fix
22.101.102.373D Fix
32.141.112.413D Fix
412.201.162.493D Fix
22.211.152.493D Fix
32.201.162.483D Fix

Table 2. GPS Accuracy Test Results Using RTK Float Mode

WaypointTestVertical Accuracy (m)Horizontal Accuracy (m)Overshoot (m)GPS Status
110.220.130.26RTK Float
20.170.100.20RTK Float
30.150.100.18RTK Float
210.170.100.20RTK Float
20.130.100.16RTK Float
30.120.090.15RTK Float
310.120.100.16RTK Float
20.130.120.18RTK Float
30.230.150.27RTK Float
410.200.160.26RTK Float
20.170.150.23RTK Float
30.150.120.19RTK Float

Table 3. GPS Accuracy Test Results Using RTK Fixed Mode

WaypointTestVertical Accuracy (m)Horizontal Accuracy (m)Overshoot (m)GPS Status
110.030.020.04RTK Fixed
20.020.020.03RTK Fixed
30.050.030.06RTK Fixed
210.030.020.04RTK Fixed
20.020.010.02RTK Fixed
30.030.010.04RTK Fixed
310.040.020.05RTK Fixed
20.050.020.02RTK Fixed
30.020.010.02RTK Fixed
410.020.010.02RTK Fixed
20.030.020.04RTK Fixed
30.020.010.02RTK Fixed

Conclusion

Based on the GPS testing results, it can be concluded that the integration of RTK technology significantly enhances the accuracy and stability of the Mandakini Raiden navigation system. While the 3D Fix mode is sufficient for basic navigation tasks, RTK Float and RTK Fixed modes offer substantial improvements in positioning precision. In particular, the RTK Fixed mode is highly recommended for missions requiring high-accuracy and reliable autonomous navigation.


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About the Author

Logbook & experiments documented by Rafi Adhitya. Dedicated to advancing autonomous maritime systems.