Predictive control of wind turbine for load reduction during ramping events

•A predictive control strategy for load reduction to handle ramping events.•The two-stage optimization design for online application.•The feedback imposes time series prediction to compensate the prediction error.•The relation between wind turbine load and control variables is discussed.