Begin2.DVI

(Ben Green) #1

Chapter9


Applications of Vectors


The use of vectors in mathematics, physics, engineering and the sciences is

extensive. The applications presented within these pages have been selected mainly

from the study areas of physics and engineering.

Approximation of Vector Field


The Kriging^1 method is a numerical method to approximate a quantity using

a statistical weighting of known data values. The Kriging method can be used to

approximate many different kinds of quantities. The following illustrates an ap-

plication for the approximation of a vector field using interpolation. The weighted

average associated with a set of data values {Q 1 , Q 2 , Q 3 ,... , Q n}is defined

Q=w^1 Q^1 +w^2 Q^2 +w^3 Q^3 +···+wnQn
w 1 +w 2 +w 3 +···wn

(9 .1)

where w 1 ,... , w nare the assigned weighting factors. Note that if all the weights equal

unity, then equation (9.1) reduces down to a regular average of the given data values.

The following discussion illustrates how the Kriging method can be used to

approximate a vector field in the neighborhood of known points and known vectors

associated with these points. Note that the discussion presented can be generalized

and made applicable to any quantity Q=Q(x, y, z )which is a function of position

that one wants to approximate.

Given a finite number of known vectors

F 1 =F(x 1 , y 1 , z 1 ),F 2 =F(x 2 , y 2 , z 2 ), ···,Fn=F(xn, yn, zn)

which are associated with the known points (x 1 , y 1 , z 1 ),.. .,(xn, y n, zn). It is assumed

that these known vectors are associated with a vector field F =F(x, y, z), but we

don’t know the form for F. In order to approximate the representation of the vector

field F =F(x, y, z )in some neighborhood of the known points (xi, yi, zi),i= 1,... , n

and known vectors at these points one can proceed as follows. In order to use the

known data values to estimate the value of F =F(x, y, z )at a general point (x, y, z)

one can define the distances

(^1) Danie Gerhardus Krige(1919- ) A South African geologist and mining engineer.

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