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  • Wind turbine aero-hydro-servo-elastic (AHSE) and drivetrain modelling
  • Method and application of machine learning
  • Offshore renewable energy (wind, wave and PV)
  • Hydrodynamics of offshore renewable energies and Boundary Element Method
  • Multibody Dynamics

  • Please visit the Pure Research Information Portal for further information
  • Anomaly detection in wind turbine SCADA data for power curve cleaning, Morrison, R., Liu, X., Lin, Z. 1 Jan 2022, In: Renewable Energy
  • Ensemble offshore Wind Turbine Power Curve modelling – An integration of Isolation Forest, fast Radial Basis Function Neural Network, and metaheuristic algorithm, Li, T., Liu, X., Lin, Z., Morrison, R. 15 Jan 2022, In: Energy
  • 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), Zhang, W., Lin, Z., Liu, X. 1 Feb 2022, In: Renewable Energy
  • Fault detection by an ensemble framework of Extreme Gradient Boosting (XGBoost) in the operation of offshore wind turbines, Trizoglou, P., Liu, X., Lin, Z. 1 Dec 2021, In: Renewable Energy
  • Impact of Covid-19 pandemic on electricity demand in the UK based on multivariate time series forecasting with Bidirectional Long Short Term Memory, Liu, X., Lin, Z. 15 Jul 2021, In: Energy
  • Impacts of water depth increase on offshore floating wind turbine dynamics, Lin, Z., Liu, X., Lotfian, S. 15 Mar 2021, In: Ocean Engineering
  • Lagrangian actuator model for wind turbine wake aerodynamics, Liu, W., Shi, J., Chen, H., Liu, H., Lin, Z., Wang, L. 1 Oct 2021, In: Energy
  • Short-term offshore wind speed forecast by seasonal ARIMA - A comparison against GRU and LSTM, Liu, X., Lin, Z., Feng, Z. 15 Jul 2021, In: Energy
  • Wind power forecasting – A data-driven method along with gated recurrent neural network, Kisvari, A., Lin, Z., Liu, X. Jan 2021, In: Renewable Energy
  • A Critical Review of Wind Power Forecasting Methods—Past, Present and Future, Hanifi, S., Liu, X., Lin, Z., Lotfian, S. 22 Jul 2020, In: Energies

  • Engineering PhD
  • Chartered Engineer CEng
  • Fellow of the Higher Education Academy FHEA

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