Model predictive control of short-term winter natural ventilation in a smart building using machine learning algorithms

W Zhang, W Wu, L Norford, N Li, A Malkawi - Journal of Building …, 2023 - Elsevier
Natural ventilation in buildings has the potential to reduce building energy consumption and
the incidence of sick building syndrome. However, controlling natural ventilation is often …

Simulation-based Control of Natural Ventilation with Operable Windows: Transformation from Predictive Control into Reinforcement Learning Control

W Zhang, A Malkawi - 2022 - dash.harvard.edu
Natural ventilation is a promising passive technology to improve building energy
performance and indoor air quality. However, the control of natural ventilation is a challenge …

Model Predictive Control of Single-Sided Natural Ventilation in a Smart Building Using Machine Learning Algorithms

W Wu, LK Norford, N Li, A Malkawi - 2018 - papers.ssrn.com
Natural ventilation in buildings can potentially reduce building energy consumption and sick
building syndrome. However, the control of natural ventilation is often challenging. For …