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132 CHAPTER 3. TERRESTRIAL SYSTEMS<br />

3.1.11 Efficient reconstruction of dispersive dielectric profiles using TDR<br />

Student assistant Patrick Leidenberger, Benedikt Oswald, Kurt Roth<br />

Abstract Time Domain Reflectometry (TDR) has become an indispensable technique for measuring<br />

the water content of soils. We use a numerical model for TDR signal propagation in dispersive dielectric<br />

materials. We couple this model with a genetic algorithm to invert measured TDR traces. To make<br />

this approach more efficient we use hierarchical spatial resolution.<br />

Figure 3.11: Reconstruction of a measured TDR trace (Grenzhof test site, Heidelberg; 30cm three-rod<br />

probe); reflection coefficient ρ vs. time. The ohmic and dispersive dielectric profiles (spatial resolution<br />

3.75cm) for the calculated trace are generated with a hierarchical genetic algorithm.<br />

Background A TDR instrument transmits a<br />

fast rise time pulse on a TDR probe. The probe<br />

usually consists of parallel conductors. Variations<br />

of impedance along the probe causes a partial<br />

reflection of the signal, which is measured.<br />

Furthermore the conductivity and the frequencydependent<br />

dielectric properties between the conductors<br />

of the probe have an affect on the measured<br />

signal.<br />

In this study we want to extract the dielectric<br />

parameters from TDR traces measured at the<br />

Grenzhof test site at Heidelberg to get the water<br />

content. Therefore we reconstruct hierarchical the<br />

spatial distributed dielectric parameters along the<br />

probe with a genetic algorithm.<br />

Funding Deutsche Forschungsgemeinschaft<br />

(Project No. 1080-8/2)<br />

Methods and results We have implemented<br />

a explicite time domain solver for the transmission<br />

line equations (3.3) and (3.4) that uses Debye<br />

model for dispersive media.<br />

∂v<br />

∂x<br />

∂i<br />

∂x<br />

�<br />

= − R ′ �<br />

′ ∂<br />

+ L i (3.3)<br />

∂t<br />

�<br />

= − G ′ �<br />

′ ∂<br />

+ C v (3.4)<br />

∂t<br />

The transmission line equations with piecewise<br />

constant parameters describes a TDR probe. We<br />

couple this solver with a genetic algorithm, in order<br />

to reconstruct the dispersive dielectric and<br />

ohmic profiles along the TDR probe. The genetic<br />

algorithm generates a population with different individuals<br />

(a number of different sets of profiles).<br />

For every individual we calculate a synthetic TDR<br />

trace and compare it with the measured trace.<br />

Then the new population is created from the old<br />

one by crossing the best individuals and random<br />

mutation. We use the genetic approach here, because<br />

the error landscape contains a lot of local<br />

minima.<br />

We implement a hierarchical spatial reconstruction<br />

of the profiles for more efficiency. Therefor<br />

we start with a coarse spatial resolution of the<br />

parameter profile. If the calculated TDR traces<br />

from new individuals do not match better to the<br />

measured trace for a while we increase the spatial<br />

resolution, by cutting old intervals into halves.<br />

This method does not only speed up the profile reconstruction<br />

process but also leads to a smoother<br />

parameter profile.<br />

Outlook/Future work The code will be tested<br />

on TDR traces measured with long probes (1m or<br />

more). Such a long, vertical installed TDR probe<br />

will provide a lot of informations about grounds<br />

properties in a simple way.<br />

Main publication Leidenberger, P., Oswald,<br />

B. and Roth, K. (2005). Efficient reconstruction<br />

of dispersive dielectric profiles using time domain<br />

reflectometry (TDR). Hydrology and Earth System<br />

Sciences Discussions, 2 (4), 1449-1502.

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