Fangli Hou

Prediction and optimization of thermal comfort, IAQ and energy consumption of typical air-conditioned rooms based on a hybrid prediction model

Fangli Hou, Jun Ma, H.L. Kwok et al. · Building and Environment · 2022 · 73 citations

Architecture, Architectural Engineering, Building Science +17

Predictive control of HVAC by multiple output GRU - CFD integration approach to manage multiple IAQ for commercial heritage building preservation

Jiaying Zhang, Kwok Ho Poon, H.L. Kwok et al. · Building and Environment · 2023 · 43 citations

Architecture, Architectural Engineering, Heritage Conservation +17

Developing surrogate models for the early-stage design of residential blocks using graph neural networks

Zhaoji Wu, Mingkai Li, Wenli Liu et al. · Building Simulation · 2025 · 22 citations · Full text

Architecture, Architectural Engineering, Building Science +16

Multi-source transfer learning method for enhancing the deployment of deep reinforcement learning in multi-zone building HVAC control

Fangli Hou, Jack C.P. Cheng, H.L. Kwok et al. · Energy and Buildings · 2024 · 19 citations

Computing, Architectural Engineering, Building Science +15

Occupancy-driven HVAC control optimization via LSTM and deep reinforcement learning for enhanced indoor air quality, thermal comfort and energy efficiency

Fangli Hou, Jack C.P. Cheng, Jun Ma et al. · Building and Environment · 2025 · 15 citations

Architecture, Architectural Engineering, Building Science +17