Title :
A comparison of spatial interpolation methods for surface temperature in Thailand
Author :
Tiengrod, Panudda ; Wongseree, Waranyu
Author_Institution :
Fac. of Eng., Mahidol Univ., Nakhon Pathom, Thailand
Abstract :
This paper aims to compare performance of two type of spatial interpolation methods for the estimation of surface temperature. Eleventh years of monthly mean surface temperature data at 120 stations located in Thailand have been used for this study. Inverse distance weighting (IDW) and ordinary kriging (OK) were used to interpolate surface temperature. Leave-one-out cross-validation (LOOCV) had been use to analyze the spatial error of interpolated data. The result of a Wilcoxon signed rank test indicated that the performance of ordinary kriging was significantly better (p value = 0.002) than the inverse distance weighting. The summary statistics show interpolation errors of the kriging for monthly mean surface temperature varying within 0.68-0.84.
Keywords :
atmospheric techniques; atmospheric temperature; interpolation; statistical analysis; Thailand; Wilcoxon signed rank test; interpolated data; interpolation errors; inverse distance weighting; leave-one-out cross-validation; monthly mean surface temperature data; ordinary kriging performance; spatial error; spatial interpolation methods; Computer science; Distributed databases; Estimation; Interpolation; Optimization; Splines (mathematics); Temperature distribution; Spatial interpolation; inverse distance weighting; ordinary kriging; surface temperature;
Conference_Titel :
Computer Science and Engineering Conference (ICSEC), 2013 International
Conference_Location :
Nakorn Pathom
Print_ISBN :
978-1-4673-5322-9
DOI :
10.1109/ICSEC.2013.6694774
