Title :
A novel adaptive algorithm for spatial interpolation
Author :
Zhou, Jiaogen ; Chen, Xu ; You, Dongmei ; Huang, Daoyou
Author_Institution :
Inst. of Subtropical Agric., Chinese Acad. of Sci., Changsha, China
Abstract :
The spatial distributions of soil heavy metals are not continuous with landscape heterogeneity. In the context, the existing spatial interpolation methods cannot obtain accurate estimation of contents of soil heavy metals in unknown locations. In this paper, we present a novel adaptive algorithm for spatial interpolation of soil heavy metals under spatial heterogeneity background. The core idea of our algorithm is to impose a constraint on spatial interpolation, which spatial estimation of soil heavy metals is processed in the context of spatial homogeneity. Our algorithm consists of extracting land patches, polygon merging, minimum unit partitioning and interpolation operator. The experimental results on real soil data show that the performance of our algorithm is more reliable than ordinary kriging method.
Keywords :
environmental science computing; geophysical techniques; geophysics computing; interpolation; metals; pollution measurement; soil pollution; interpolation operator; land patch extraction; landscape heterogeneity; minimum unit partitioning; polygon merging; soil heavy metal spatial distribution; spatial heterogeneity background; spatial interpolation adaptive algorithm; spatial interpolation constraint; spatial interpolation methods; Agriculture; Estimation; Interpolation; Metals; Partitioning algorithms; Soil properties; Geographic Information System (GIS); adaptive algorithm; heavy metals; spatial Interpolation;
Conference_Titel :
Geoinformatics, 2011 19th International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-61284-849-5
DOI :
10.1109/GeoInformatics.2011.5980747