Our contribution is devoted to a new method of approximate parameterization of high degree curves. This method is based on a combination of $G^1$ interpolation at chosen points and $L_2$ approximation of the remaining parts of the curve.
We apply this method to a certain curve describing a singular motion of a parallel manipulator.