Spatial autocorrelation of topographic index in catchments

Ximing Cai, Dingbao Wang

Research output: Contribution to journalArticle

Abstract

Spatial autocorrelation represents the association of a spatial parameter around neighborhoods, and it usually distorts the statistics of the distribution of the parameter. Topographic spatial autocorrelation is rooted with the distribution of land surface elevation. Using Moran's I statistics originating from geographic studies, this paper presents a method to quantify the spatial autocorrelation of topographic index (TI) in catchments, derived from digital elevation models (DEM). Positive autocorrelation (similarity or homogeneity) of TI is found over a wide range of spatial extents; it declines with the increasing of spatial extents but becomes relatively static beyond a threshold area of approximately 1 km2. The analysis of the effect of DEM grid size (resolution) on the spatial autocorrelation shows that the effect is characterized by a similar pattern and critical grid size for selected catchments with different terrains. Based on these analyses, further discussions address some issues in catchment hydrology, such as the appropriate DEM sizes for deriving TI and the causes for the empirical linear or log-linear relation between mean TI and DEM grid size.

Original languageEnglish (US)
Pages (from-to)581-591
Number of pages11
JournalJournal of Hydrology
Volume328
Issue number3-4
DOIs
StatePublished - Sep 15 2006

Keywords

  • Catchment hydrology
  • DEM resolution
  • Spatial autocorrelation
  • Topographic index

ASJC Scopus subject areas

  • Soil Science
  • Earth-Surface Processes

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