Related Experiment Video
Updated: Mar 9, 2026

Façade-Level Monitoring of CO2 Variability under Urban Heat Island Conditions using Low-Cost Sensor Data Loggers
Published on: December 12, 2025
Development and Validation of a UAV Based System for Air Pollution Measurements
Tommaso Francesco Villa1, Farhad Salimi2, Kye Morton3
1International Laboratory for Air Quality and Health (ILAQH), Queensland University of Technology (QUT), 2 George St, Brisbane QLD 4000, Australia. tf.villa@hdr.qut.edu.au.
Mounting air quality sensors alongside a Unmanned Aerial Vehicle (UAV) is optimal for measuring pollution. This placement minimizes interference from propeller downwash, ensuring more accurate data collection for atmospheric studies.
Area of Science:
- Environmental Science
- Atmospheric Science
- Robotics Engineering
Background:
- Air quality monitoring near pollution sources is challenging due to complex environments and moving sites.
- Small Unmanned Aerial Vehicles (UAVs) present a novel solution for atmospheric and air pollution studies.
- Optimal sensor placement is critical for representative data collection on UAVs.
Purpose of the Study:
- To determine the best mounting location for gas sensors and a Particle Number Concentration (PNC) monitor on a hexacopter UAV.
- To develop a UAV system for effective measurement of point source emissions.
- To provide guidelines for developing UAV systems for real-world air quality data collection.
Main Methods:
- Assessed hexacopter airflow dynamics, including downwash and upwash effects, by measuring air speed.
- Evaluated the performance of CO₂, CO, NO₂, NO gas sensors, and a PNC monitor (DISCmini) using a diesel engine emission source.
- Employed a Linear Regression model to analyze the impact of sensor position on pollutant concentration measurements.
Main Results:
- Air speed mapping identified sensor placement alongside the UAV as optimal, minimizing propeller downwash interference.
- UAV propeller wash caused a dispersion effect, reducing measured gas and particulate matter concentrations in real-time.
- Sensor position relative to the UAV center significantly affected pollutant concentration readings.
Conclusions:
- Mounting sensors alongside the UAV is recommended for accurate air quality measurements.
- UAV propeller wash disperses emissions, a factor to consider in data analysis.
- Guidelines are established for developing effective UAV-based air pollution monitoring systems.
Related Concept Videos
Application of Linearization and Approximation
Measurement of Air Content in Concrete
The pressure method,...

