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SCHRIFTENREIHE Institut für Pflanzenernährung und Bodenkunde ...

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Chapter 3 Spatio-temporal variability of soil moisture in grazed steppe areas investigated by geostatistics<br />

measurement scales ranging from meters to kilometres (Hills and Reynolds,<br />

1969; Famiglietti et al., 1998; Qiu et al., 2001; Western et al., 2004), and<br />

temporal scales ranging from days to years (Entin et al., 2000; Cantόn et al.,<br />

2004; Parent et al., 2006). However, the results appear to be influenced by the<br />

specific study area examined and the sampling time.<br />

The spatio-temporal variability of soil moisture has been shown to be<br />

associated with many controlling factors such as soil, vegetation, topography<br />

and weather (Francis et al., 1986; Crave and Gascuel-Odoux, 1997; Bádossy et<br />

al., 1998; Famiglietti et al., 1998). However, disentangling the influence of each<br />

controlling factor is marred by complexity, as some properties are<br />

interdependent and many have site specific spatio-temporal variations<br />

(Famiglietti et al., 1998; Western et al., 1999). In particular, the correlation length<br />

of soil moisture may be related to different processes that operate at particular<br />

scales or moisture conditions. Soil moisture patterns at small scale will be<br />

regulated by local factors (i.e. soil, vegetation, and surface topographical factors),<br />

whereas at larger scale processes such as subsurface flow and weather will<br />

have a greater impact. The weight of factors also depends on the antecedent<br />

moisture conditions at the time of sampling. In wet conditions, subsurface lateral<br />

flow may be important, whereas dry conditions will be influenced more by<br />

surface vertical flow at the onset of precipitation (Grayson et al., 1997;<br />

Gómez-Plaza et al., 2001). However, there is still great uncertainty about the<br />

scale-dependent relationship between soil moisture and its controlling factors<br />

(Zeleke and Si, 2006).<br />

Geostastitical techniques allow for complicated spatio-temporal soil<br />

moisture patterns to be characterized (Western et al., 1998; Entin et al., 2000;<br />

Webster and Oliver, 2001; Anctil et al., 2002). Using multivariate geostatistics,<br />

the interrelation of soil properties can be evaluated, e.g. soil moisture, in the<br />

presence of multivariate spatial data of regionalized variables (Castrignano et al.,<br />

2000; Buttafuoco et al., 2005; Casa and Castrignanò, 2007). However, as<br />

Famiglietti et al. (1998) noted, research using geostatistics to link soil moisture<br />

variability to its controlling factors, may be limited by low sampling frequency in<br />

41

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