Finite Element Interpolation
Overview of Finite Element Interpolation
The finite element method can be used for piecewise approximations [Finlayson, 1980]. Divide the domain a < x < b into elements as shown in Figure 1.
'
Figure1. Galerkin finite element method linear functions
Each function Ni (x) is zero at all nodes except xi; Ni (xi) = 1. Thus, the approximation is
where ci = y (xi). It is convenient to define the trial functions within an element using new coordinates.
The xi need not be the same from element to element. The trial functions are defined as Ni(x) in the global coordinate system and NI(u) in the local coordinate system (which also requires specification of the element). For xi < x < xi+1
since all the other trial functions are zero there. Thus, also
We write
Thus we rewrite the expansion as
and ci = cIe within the element e. Thus, given a set of points (xi, yi ) a finite element approximation can be made to go through them.
It is also possible to use quadratic approximations within the element. See Figure 2.
Figure 2. Finite Element Approximation - Quadratic Elements
Now the trial functions are
The approximation going through an odd number of points ( xi, yi ) is then
Other interpolation schemes are: global polynomials as powers of x that go through a fixed number of points; orthogonal polynomials of x that give a best fit; rational polynomials that are ratios of polynomials; piecewise polynomials derived with forward differences (points to the right) and backward differences (points to the left); and splines.