def get_prediction(self, u=0):
        """
        Predicts the next state of the filter and returns it without
        altering the state of the filter.

        Parameters
        ----------

        u : np.array
            optional control input

        Returns
        -------

        (x, P) : tuple
            State vector and covariance array of the prediction.
        """

        x = dot(self.F, self.x) + dot(self.B, u)
        P = self._alpha_sq * dot(dot(self.F, self.P), self.F.T) + self.Q
        return (x, P)
Predicts the next state of the filter and returns it without
        altering the state of the filter.

        Parameters
        ----------

        u : np.array
            optional control input

        Returns
        -------

        (x, P) : tuple
            State vector and covariance array of the prediction.