Xiaolei Liu

Short-term offshore wind speed forecast by seasonal ARIMA - A comparison against GRU and LSTM

Xiaolei Liu, Zi Lin, Zi‐Ming Feng · Energy · 2021 · 433 citations

Natural Sciences, Meteorology, Ocean Engineering +14

Wind power forecasting – A data-driven method along with gated recurrent neural network

Adam Kisvari, Zi Lin, Xiaolei Liu · Renewable Energy · 2020 · 396 citations

Computing, Data Science, Meteorology +16

Short-term offshore wind power forecasting - A hybrid model based on Discrete Wavelet Transform (DWT), Seasonal Autoregressive Integrated Moving Average (SARIMA), and deep-learning-based Long Short-Term Memory (LSTM)

Wanqing Zhang, Zi Lin, Xiaolei Liu · Renewable Energy · 2021 · 263 citations

Computing, Meteorology, Ocean Engineering +17

Wind power forecasting of an offshore wind turbine based on high-frequency SCADA data and deep learning neural network

Zi Lin, Xiaolei Liu · Energy · 2020 · 256 citations

Engineering, Marine Engineering, Ocean Engineering +17

Fault detection by an ensemble framework of Extreme Gradient Boosting (XGBoost) in the operation of offshore wind turbines

Pavlos Trizoglou, Xiaolei Liu, Zi Lin · Renewable Energy · 2021 · 177 citations · Full text

Computing, Marine Engineering, Ocean Engineering +17