A composite surface interpolation to triangulated 3D data is considered. A surface patch is created over each triangle of the data mesh by using the point-normal interpolation technique. A method of normal vector estimation is presented to specify the unit surface normal vectors at the data points. It is done by using a convex combination of unit normal vectors to the related triangles. The method is local and is applied to scattered data interpolation. Numerical results are given.