How far back shall we peer? Optimal air handling unit control leveraging extensive past observations

R Li, Z Zou - Building and Environment, 2025 - Elsevier
Abstract Heating, Ventilation, and Air Conditioning (HVAC) systems play a critical role in
ensuring occupant comfort in buildings. Traditional Rule-Based Feedback Control (RBFC) …

Semi-supervised Anomaly Detection via Adaptive Reinforcement Learning-Enabled Method with Causal Inference

X Chen, R Xiaoa, Z Zeng, Z Qiu, S Zhang… - arXiv preprint arXiv …, 2024 - arxiv.org
Semi-supervised anomaly detection for guaranteeing the reliability of intelligent systems has
received increasing attention. However, existing methods rely too much on data correlation …

Integrated optimization of energy systems in buildings: from demand responsive battery storage to intelligent HVAC control

R Li - 2024 - open.library.ubc.ca
This thesis introduces an integrated approach aimed at boosting energy efficiency and
advancing sustainability in buildings via innovative Demand Response (DR) programs and …