Wave condition preview assisted real-time nonlinear predictive control of point-absorbing wave energy converter based on long short-term memory recurrent neural identification

•A real-time nonlinear model predictive controller to maintain the optimal wave energy extraction.•Wave condition preview based on the recurrent neural network identifier.•A pragmatic method for obtaining the optimal reference buoy velocity.