Journal of Scientific Research, Education, and Technology
Vol. 5 No. 1 (2026): Vol. 5 No. 1 2026

Spatial Estimation of Land Surface Temperature using Cokriging Approach in Buleleng Regency

Muhammad Daffa Bintang Setyawan (Unknown)
Suliyanto (Unknown)
Dita Amelia (Unknown)
M. Fariz Fadillah Mardianto (Unknown)



Article Info

Publish Date
27 Jan 2026

Abstract

Urban Heat Island (UHI) information plays a crucial role in microclimate monitoring and understanding environmental phenomena. However, the availability of observation station data is often spatially limited. This study aims to estimate Land Surface Temperature (LST) distribution in Buleleng Regency using Cokriging, utilizing the Normalized Difference Vegetation Index (NDVI) as a secondary variable due to its physical correlation with temperature. Addressing the significant scale disparity between LST and NDVI, this study applies Z-score transformation prior to modeling to ensure covariance matrix stability. Experimental variograms were constructed using Sturges' rule for lag distance determination and modeled using the Linear Coregionalization Model (LCM) to maintain a positive definite kriging matrix. Model evaluation using Leave-One-Out Cross-Validation (LOOCV) revealed a strong negative correlation between LST and NDVI (Pearson coefficient of -0.890). The Gaussian model was selected as the best fit, indicated by a low Mean Squared Error (MSE) of 2.7680 and a Mean Absolute Percentage Error (MAPE) of 3.63%. These results demonstrate that integrating NDVI through Cokriging significantly improves spatial estimation accuracy. Furthermore, this study supports the Sustainable Development Goals (SDGs), particularly Goal 13 (Climate Action) and Goal 15 (Life on Land), by providing high-precision environmental data essential for effective climate resilience planning.

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Journal Info

Abbrev

jrest

Publisher

Subject

Computer Science & IT Economics, Econometrics & Finance Education Engineering Social Sciences

Description

FOCUS AND SCOPE JSRET (Journal of Scientific Research, Education, and Technology) encourages scientific and technological research, particularly with regard to Indonesia, but not just in terms of authorship or regional coverage of current issues. Scientists, instructors, senior researchers, project ...