A method of controlling a wind turbine, comprising: receiving a boost command to request a power boost to increase the electrical power production, the boost command comprises a boost level; receiving a current operational state of the wind turbine; based on the current operational state and the boost level, calculate one or more predicted operational trajectories using a model predictive control routine, the one or more predicted operational trajectories include a predicted control trajectory, where a trajectory comprises a time series of at least one variable; control the wind turbine using the control trajectory during the power boost characterized in that the power boost comprises: a boost period where the electrical power production is increased and the wind turbine rotor is decelerated; a recovery period, following the boost period, where the electrical power drops and the wind turbine rotor is accelerated, wherein the method comprises: increasing the electrical power production is by imposing a first minimum value of the requested generated power (Pg) as a constraint in the model predictive control routine during the boost period, the first minimum value being defined by the boost level; and imposing a second minimum value of the requested generated power (Pg) as a constraint in the model predictive control routine during the recovery period, the second minimum value being defined by a minimum allowed generated power. receiving a boost command to request a power boost to increase the electrical power production, the boost command comprises a boost level; receiving a current operational state of the wind turbine; based on the current operational state and the boost level, calculate one or more predicted operational trajectories using a model predictive control routine, the one or more predicted operational trajectories include a predicted control trajectory, where a trajectory comprises a time series of at least one variable; control the wind turbine using the control trajectory during the power boost characterized in that the power boost comprises: a boost period where the electrical power production is increased and the wind turbine rotor is decelerated; a recovery period, following the boost period, where the electrical power drops and the wind turbine rotor is accelerated, wherein the method comprises: increasing the electrical power production is by imposing a first minimum value of the requested generated power (Pg) as a constraint in the model predictive control routine during the boost period, the first minimum value being defined by the boost level; and imposing a second minimum value of the requested generated power (Pg) as a constraint in the model predictive control routine during the recovery period, the second minimum value being defined by a minimum allowed generated power. a boost period where the electrical power production is increased and the wind turbine rotor is decelerated; a recovery period, following the boost period, where the electrical power drops and the wind turbine rotor is accelerated, wherein the method comprises: increasing the electrical power production is by imposing a first minimum value of the requested generated power (Pg) as a constraint in the model predictive control routine during the boost period, the first minimum value being defined by the boost level; and imposing a second minimum value of the requested generated power (Pg) as a constraint in the model predictive control routine during the recovery period, the second minimum value being defined by a minimum allowed generated power. increasing the electrical power production is by imposing a first minimum value of the requested generated power (Pg) as a constraint in the model predictive control routine during the boost period, the first minimum value being defined by the boost level; and imposing a second minimum value of the requested generated power (Pg) as a constraint in the model predictive control routine during the recovery period, the second minimum value being defined by a minimum allowed generated power.