Geostatistical modelling of spatial processes on directed trees: Application to fluvisol extent - INRAE - Institut national de recherche pour l’agriculture, l’alimentation et l’environnement
Article Dans Une Revue Geoderma Année : 2005

Geostatistical modelling of spatial processes on directed trees: Application to fluvisol extent

Modélisation géostatistique de processus spatiaux sur arbres orientés : application à l'extension de fluvisols

Résumé

This paper shows that geostatistical modelling can be extended to spatial supports such as directed trees and applied to variables spatially structured along a river network. Specific assumptions were necessary and main methods were redefined introducing modifications on metrics, proper variogram estimates and ad hoc drift models. We also proposed a model-based simulation procedure to generate random functions on directed trees. A case study on fluvisol delineation for the Hérault river (South of France) was analyzed. Clear spatial structures were observed and modelled using variogram based on upstreamdownstream distance along a hydrographic network. A drift was also modelled as a multiplicative term affecting the fluvisol width versus the cumulated length of the upstream network. The significance of the drift was then assessed conditionally to the former spatial variogram using Monte-Carlo simulations of the spatial observed process on the river network.

Dates et versions

hal-02588090 , version 1 (15-05-2020)

Identifiants

Citer

Pascal Monestiez, Jean-Stéphane Bailly, Philippe Lagacherie. Geostatistical modelling of spatial processes on directed trees: Application to fluvisol extent. Geoderma, 2005, 128 (3-4), pp.179-191. ⟨10.1016/j.geoderma.2005.04.002⟩. ⟨hal-02588090⟩
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