22.
The methods of the first three groups which are discussed have been
designed for use with a random pattern and an arbitrary number of reference points.
These methods can require a considerable amount of computation. They are best
used to compute or are especially designed to compute, in first instance, heights
at the nodes of a regular grid and are then supplemented by a method for inter-
polation between the nodes. These methods can perform smoothing of the data as
well as interpolation. The methods of the remaining three groups perform separate
local interpolations between the nearest reference points.
The methods of the first group compute for each interpolated point the
surface whose weighted sum of squares of distances to the reference points is a
minimum. The height of the interpolated point is here found as the height of the
computed surface at that point. The principal differences between the methods of
this group consist in the type of surface and the weight function that are used.
The methods of the second group construct around each reference point a
fixed surface which has a vertical axis of symmetry at that point. In a specific
method, these surfaces differ only in vertical scale. In different methods, their
profiles are differently shaped. Interpolation is performed by summing the heights
of all surfaces.
The methods of the third group first cover the interpolation region with
a regular grid which is independent of the position of the reference points. They
then construct in each element of this grid a local polynomial surface. The heights
and possibly other parameters at all the nodes of the grid are computed simulta-
neously, considering a best possible fit of the local surfaces at the reference
points and continuity and possibly smoothness of the total surface.
The fourth group interpolates between reference points located at the
nodes of a rectangular grid. As in the case of the third group, in each grid
element a local polynomial surface is constructed.
The fifth group interpolates in a net of triangles whose vertices are at
the reference points. Included here are methods based upon a random reference
point pattern and methods based upon a regular pattern. In most, but not in all
of these methods, the interpolation in the triangles is linear.
The sixth and last group includes all methods which interpolate in areas
surrounded by reference points located on characteristic terrain lines.
Another group could be formed from methods which construct one
analytical function to represent the terrain surface in the whole region of
interest. Such a function is discussed occasionally, but it is almost generally
found to be too little adaptable to the terrain surface. The least unsuitable
appears to be the use of orthogonal polynomials [70].
3. Moving surface methods
Under this heading, all methods can be collected which require for each
interpolated point the computation of a surface. Generally, going from one
interpolated point to an adjacent one, this surface will change its orientation
and, possibly, its shape. For this reason, it has been called a moving or roving
surface.
The height of an interpolated point is found as the height of the
instantaneous position of the surface at that point. The surface will be either
a level plane, a tilting plane, or a second-degree surface. It is defined
algebraically by one or more terms of the equation
h=aq +ayx+ ay + bıx? + boxy + bay? (1)