Guannan Li

A hybrid deep transfer learning strategy for short term cross-building energy prediction

Xi Fang, Guangcai Gong, Guannan Li et al. · Energy · 2020 · 164 citations

Energy Modeling, Engineering, Data Science +6

An improved fault detection method for incipient centrifugal chiller faults using the PCA-R-SVDD algorithm

Guannan Li, Yunpeng Hu, Huanxin Chen et al. · Energy and Buildings · 2015 · 126 citations

Fault Diagnosis, Pca-r-svdd Algorithm, Fault Analysis +2

An explainable one-dimensional convolutional neural networks based fault diagnosis method for building heating, ventilation and air conditioning systems

Guannan Li, Qing Yao, Cheng Fan et al. · Building and Environment · 2021 · 123 citations

Fault Diagnosis, Reliability Engineering, Engineering +10

Transfer learning-based strategies for fault diagnosis in building energy systems

Jiangyan Liu, Qing Zhang, Xin Li et al. · Energy and Buildings · 2021 · 121 citations

Fault Diagnosis, Engineering, Machine Learning +7

Deep reinforcement learning optimal control strategy for temperature setpoint real-time reset in multi-zone building HVAC system

Xi Fang, Guangcai Gong, Guannan Li et al. · Applied Thermal Engineering · 2022 · 119 citations

Optimal Control Strategy, Engineering, Deep Reinforcement +4