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UAV-Deployable Open-Source Sensor Nodes for Spatial and Temporal In Situ Water Quality Monitoring and Mapping
Matthew Burnett1, Mohamed Abdelwahab1, Joud N Satme1
1Department of Mechanical Engineering, University of South Carolina, Columbia, SC 29208, USA.
Sensors (Basel, Switzerland)
|February 27, 2026
Summary
A low-cost, open-source sensor node deployed by unmanned aerial vehicles (UAVs) enables real-time, spatially resolved water quality monitoring. This system provides an accessible tool for assessing surface water conditions and mapping pollution.
Area of Science:
- Environmental Science
- Sensor Technology
- Aquatic Ecosystems
Background:
- Effective water quality management requires cost-efficient, spatially resolved monitoring.
- Existing methods can be expensive and lack real-time, high-resolution data.
- Protecting aquatic ecosystems necessitates continuous assessment of surface-water conditions.
Purpose of the Study:
- To develop a low-cost, open-source sensor node for unmanned aerial vehicle (UAV) deployment.
- To enable real-time, in situ assessment of key surface water quality parameters.
- To demonstrate the system's capability for spatially resolved water quality mapping.
Main Methods:
- Integration of sensors for pH, turbidity, temperature, and total dissolved solids (TDS).
- Onboard data logging with real-time clock (RTC) synchronization.
- Validation through bench testing and field deployment with Ordinary Kriging interpolation.
Main Results:
- The sensor node, costing approximately USD 200, achieved low validation errors (pH: 1.34%, TDS: 5.23%, temperature: 0.81%).
- Continuous operation for 42 hours was achieved.
- Field deployment successfully mapped spatial gradients in pH (6.0-6.7), turbidity (11-18 NTU), TDS (44-51 ppm), and temperature (22.8-24.6 °C).
Conclusions:
- The open-source, UAV-deployable sensor node offers a cost-effective solution for real-time water quality monitoring.
- The system effectively resolves spatial water quality variations, facilitating detailed mapping.
- This accessible platform supports both community-based and research-driven aquatic ecosystem assessments.
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