Novel STAttention GraphWaveNet model for residential household appliance prediction and energy structure optimization

Graph WaveNet for Deep Spatial-Temporal Graph Modeling

Zonghan Wu, Shirui Pan, Guodong Long et al. · 2019 · 2.7K citations · Full text

Computing, Visualization, Computer Vision +14

Predicting residential energy consumption using CNN-LSTM neural networks

Tae Young Kim, Sung-Bae Cho · Energy · 2019 · 1.4K citations

Architecture, Building Science, Energy Management +12

Data driven prediction models of energy use of appliances in a low-energy house

Luis M. Candanedo, Véronique Feldheim, Dominique Deramaix · Energy and Buildings · 2017 · 538 citations · Full text

Architecture, Architectural Engineering, Building Science +16

A Novel CNN-GRU-Based Hybrid Approach for Short-Term Residential Load Forecasting

Muhammad Sajjad, Zulfiqar Ahmad Khan, Amin Ullah et al. · IEEE Access · 2020 · 511 citations · Full text

Computing, Computer Science, Forecasting +16

Improving Electric Energy Consumption Prediction Using CNN and Bi-LSTM

Tuong Le, Minh Thanh Vo, Bay Vo et al. · Applied Sciences · 2019 · 264 citations · Full text

Computing, Computer Science, Electrical Engineering +15