What was studied
Air quality in Almaty buses, metro, and trolleybuses with real-time sensing.
Read Docs
This page summarizes the public transport air-quality study used as reference for this project.
Air quality in Almaty buses, metro, and trolleybuses with real-time sensing.
Sensors measure CO2, PM2.5, PM10, temperature, and humidity, then send updates every minute.
The XGBoost model reached about 91.25% classification accuracy and strong PM2.5 fit (R2 near 0.95).
Transit teams can detect unhealthy peaks faster and improve ventilation and route decisions.
Source paper
Mohammed S., et al. (2025). Sensors, 25(14), 4521.
Open the MDPI article