TY - GEN
T1 - Modelling and predicting classroom indoor air quality using machine learning algorithms
AU - Dong, Jierui
AU - Goodman, Nigel
AU - Rajagopalan, Priyadarsini
N1 - Publisher Copyright:
© 2025 Building Simulation Conference Proceedings. All rights reserved.
PY - 2025
Y1 - 2025
N2 - Air quality in schools can significantly impact students’ health and academic performance. This research collected air quality data from two schools to develop predictive models for indoor air quality (IAQ). Artificial Neural Networks (ANNs) were used to simulate the influence of outdoor air pollution and classroom activities on IAQ, while Long Short-Term Memory (LSTM) models predicted real-time IAQ. Comparative analysis shows IAQ issues are localised, requiring model adjustment specific to school environments. Findings provide insights into IAQ management, helping schools maintain healthier learning environments.
AB - Air quality in schools can significantly impact students’ health and academic performance. This research collected air quality data from two schools to develop predictive models for indoor air quality (IAQ). Artificial Neural Networks (ANNs) were used to simulate the influence of outdoor air pollution and classroom activities on IAQ, while Long Short-Term Memory (LSTM) models predicted real-time IAQ. Comparative analysis shows IAQ issues are localised, requiring model adjustment specific to school environments. Findings provide insights into IAQ management, helping schools maintain healthier learning environments.
UR - https://www.scopus.com/pages/publications/105035257255
UR - https://publications.ibpsa.org/conference/?id=bs2025
UR - https://www.ibpsa-australasia.org/event-details/building-simulation-conference-2025
UR - https://bs2025.org/committees/
U2 - 10.26868/25222708.2025.1747
DO - 10.26868/25222708.2025.1747
M3 - Conference contribution
AN - SCOPUS:105035257255
T3 - Building Simulation Conference Proceedings
SP - 1
EP - 6
BT - Proceedings of Building Simulation 2025
A2 - Jackson, Quentin
A2 - Gandhi, Priya
A2 - Parker, Nicki
A2 - karekla, Marie
A2 - Thomas, PC
A2 - Deb, Chirag
A2 - Gocer, Ozgur
A2 - Kim, Jungsoo
A2 - Garcia, Veronica
A2 - Powles, Rebecca
PB - International Building Performance Simulation Association
T2 - 19th IBPSA Conference on Building Simulation, BS 2025
Y2 - 24 August 2025 through 27 August 2025
ER -