Xin Liu

Short-term predictions of multiple wind turbine power outputs based on deep neural networks with transfer learning

Xin Liu, Zheming Cao, Zijun Zhang · Energy · 2020 · 80 citations

Deep Neural Networks, Engineering, Machine Learning +7

A comparative study of the data-driven day-ahead hourly provincial load forecasting methods: From classical data mining to deep learning

Xin Liu, Zijun Zhang, Zhe Song · Renewable and Sustainable Energy Reviews · 2019 · 78 citations

Meteorology, Forecasting Methodology, Engineering +11

Short-Term Multi-Step Ahead Wind Power Predictions Based On A Novel Deep Convolutional Recurrent Network Method

Xin Liu, Luoxiao Yang, Zijun Zhang · IEEE Transactions on Sustainable Energy · 2021 · 75 citations

Convolutional Neural Network, Engineering, Machine Learning +17

A Two-Stage Deep Autoencoder-Based Missing Data Imputation Method for Wind Farm SCADA Data

Xin Liu, Zijun Zhang · IEEE Sensors Journal · 2021 · 56 citations

Second Stage, Engineering, Machine Learning +14

The attention-assisted ordinary differential equation networks for short-term probabilistic wind power predictions

Xin Liu, Luoxiao Yang, Zijun Zhang · Applied Energy · 2022 · 29 citations

Engineering, Wind Power Generation, Smart Grid +5