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Wen ‘n tropiese vakansie

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Defining the spatial analysis<br />

methods:<br />

IDW - assumes that each input point<br />

has a local influence that diminishes<br />

with distance.<br />

Spline - an interpolation method that<br />

fits a minimum curvature surface<br />

through the input points.<br />

Kriging - a method of interpolation<br />

that predicts unknown values from<br />

data observed at known locations<br />

using procedures that include<br />

weighting from distant points.<br />

Theissen polygons - constructed<br />

using geometric techniques to create<br />

polygons having the same value as<br />

the original data point, i.e. the measured<br />

point value is converted to a surface<br />

area that the point measurement<br />

represents.<br />

The first point to note is the differences<br />

in the images produced. (Figure 1) Each<br />

analysis method produces different<br />

images! This raises the question: Which<br />

is the correct image? To answer this, a<br />

comparison of the actual measured values<br />

to the method predictions was<br />

done along a line indicated by the<br />

arrows in Figure 1. The results of this<br />

comparison are presented in Figure 2.<br />

In Figure 2 it is once again seen that<br />

there are big differences in the results<br />

from the different spatial analysis tech-<br />

niques. The results obtained using the<br />

Thiessen polygon method match the<br />

actual measured values. The IDW and<br />

Spline methods pass through the measured<br />

values for each measurement point<br />

but show differences for the interpolated<br />

values between measured values. The<br />

IDW method tends to produce individual<br />

camel humps that gives the concentric<br />

circle image in Figure 1a. The<br />

results achieved through Kriging show<br />

very little resemblance to the actual<br />

measured values. Evidently the weightings<br />

from other points are too dominant<br />

resulting in the interpolated values<br />

being severely distorted from the actual<br />

measured values in this case.<br />

Spatial analysis techniques<br />

affect the maps produced<br />

Generally, because one is familiar with<br />

the idea of contour maps, we readily<br />

accept a similar format for a soil survey.<br />

As seen above, this approach can be<br />

very misleading. The polygon method is<br />

actually the more correct representation<br />

of the actual field situation.<br />

One must also remember that a soil<br />

is mainly a solid medium. Thus diffusion,<br />

dispersion or mixing of plant nutrients<br />

or soil features according to a gradient<br />

in relation to distance does not occur<br />

as in the case of solutions or gases. If this<br />

landbou in praktyk<br />

was the case, one could dump fertiliser<br />

at the gate of the land and it would<br />

move to areas of low concentration!<br />

Thus the smoothing of values between<br />

points can introduce inaccuracies. This<br />

is why the interpolated values from certain<br />

techniques are not really a true<br />

reflection of the measured value.<br />

New trend in Senwes farm<br />

mapping service<br />

It is due to these features that the Senwes<br />

Agricultural Services division has decided<br />

to use the Thiessen polygon spatial<br />

analysis method in their farm mapping<br />

service; the emphasis being on correct<br />

representation of field observations. The<br />

division is able to determine the yield<br />

potential of the land, the required plant<br />

nutrient applications and the area (ha) of<br />

each zone. For example, fertiliser application<br />

can be calculated for each area<br />

(ha) providing for variable application<br />

and better management of input costs.<br />

Enquiries<br />

If you require further information on this<br />

aspect, do not hesitate to contact<br />

Senwes Agricultural Services for sound<br />

advice or visit our stand in the Senwes<br />

hall at the Nampo Harvest Day. Or<br />

phone Neil du Sautoy at (018) 464-7391<br />

or Esmond Coen at (018) 464-7524.<br />

Figure 2: Comparison of actual measured values (Blocks) to values generated by four spatial analysis methods (lines for<br />

Kriging, IDW and Spline; dumbbell for Thiessen) along a cross-section between two arrows in Figure 1.<br />

Senwester, Mei 2005<br />

33

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