Yunpeng Ma

Predicting hourly heating load in a district heating system based on a hybrid CNN-LSTM model

Jiancai Song, Liyi Zhang, Guixiang Xue et al. · Energy and Buildings · 2021 · 153 citations

Hybrid Cnn-lstm Model, Engineering, Machine Learning +10

Hourly Heat Load Prediction Model Based on Temporal Convolutional Neural Network

Jiancai Song, Guixiang Xue, Xuhua Pan et al. · IEEE Access · 2020 · 81 citations · Full text

Engineering, Machine Learning, Data Science +13

An Indoor Temperature Prediction Framework Based on Hierarchical Attention Gated Recurrent Unit Model for Energy Efficient Buildings

Jiancai Song, Guixiang Xue, Yunpeng Ma et al. · IEEE Access · 2019 · 36 citations · Full text

Engineering, Machine Learning, Energy Efficient Buildings +19

Estimate the daily consumption of natural gas in district heating system based on a hybrid seasonal decomposition and temporal convolutional network model

Jiancai Song, Liyi Zhang, Qingling Jiang et al. · Applied Energy · 2022 · 31 citations

Energy Consumption, Energy Modeling, Engineering +11

Land-based dissolved organic nitrogen dynamics and bioavailability in Jiaozhou Bay, China

Keqiang Li, Cuicui Liu, Yunpeng Ma et al. · Estuarine Coastal and Shelf Science · 2019 · 30 citations

Organic Geochemistry, Biogeochemistry, Environmental Chemistry +8