Chengliang Xu

Study on deep reinforcement learning techniques for building energy consumption forecasting

Tao Liu, Zehan Tan, Chengliang Xu et al. · Energy and Buildings · 2019 · 259 citations

Energy Consumption Forecasting, Deep Reinforcement, Data Science +7

Machine learning-based thermal response time ahead energy demand prediction for building heating systems

Yabin Guo, Jiangyu Wang, Huanxin Chen et al. · Applied Energy · 2018 · 200 citations

Engineering, Machine Learning, Data Science +12

Improving prediction performance for indoor temperature in public buildings based on a novel deep learning method

Chengliang Xu, Huanxin Chen, Jiangyu Wang et al. · Building and Environment · 2018 · 154 citations

Deep Neural Networks, Engineering, Machine Learning +7

A novel 3D-geographic information system and deep learning integrated approach for high-accuracy building rooftop solar energy potential characterization of high-density cities

Haoshan Ren, Chengliang Xu, Zhenjun Ma et al. · Applied Energy · 2021 · 106 citations

Engineering, Data Science, Solar Power +7

A novel deep reinforcement learning based methodology for short-term HVAC system energy consumption prediction

Tao Liu, Chengliang Xu, Yabin Guo et al. · International Journal of Refrigeration · 2019 · 92 citations

Engineering, Deep Reinforcement Learning, Data Science +7