@article{ART001626136},
author={Choi, Jin Ho and Um, Jung Sup},
title={Comparative Evaluation among Different Kriging Techniques applied to GOSAT CO_2 Map for North East Asia},
journal={Journal of Environmental Impact Assessment},
issn={1225-7184},
year={2011},
volume={20},
number={6},
pages={879-890}
TY - JOUR
AU - Choi, Jin Ho
AU - Um, Jung Sup
TI - Comparative Evaluation among Different Kriging Techniques applied to GOSAT CO_2 Map for North East Asia
JO - Journal of Environmental Impact Assessment
PY - 2011
VL - 20
IS - 6
PB - Korean Society Of Environmental Impact Assessment
SP - 879
EP - 890
SN - 1225-7184
AB - The GOSAT (Greenhouse gases Observing SATellite) data provide new opportunities the most regionally complete and up-to-date assessment of CO_2. However, in practice, GOSAT records often suffer from missing data values mainly due to unfavorable meteorological condition in specific time periods of data acquisition. The aim of this research was to identify optimal spatial interpolation techniques to ensure the continuity of CO_2 from samples taken in the North East Asia. The accuracy among ordinary kriging (OK), universal kriging (UK) and simple kriging (SK) was compared based on the combined consideration of R^2 values, Root Mean Square Error (RMSE), Mean Error (ME) for variogram models. Cross validation for 1312random sampling points indicate that the (UK) kriging is the best geostatistical method for spatial predictions of CO_2 in the East Asia region. The results from this study can be useful for selecting optimal kriging algorithm to produce CO_2 map of various landscapes. Also, data users may benefit from a statistical approach that would allow them to better understand the uncertainty and limitations of the GOSAT sample data.
KW - GOSAT;CO_2;Kriging;North East Asia
DO -
UR -
ER -
Choi, Jin Ho and Um, Jung Sup. (2011). Comparative Evaluation among Different Kriging Techniques applied to GOSAT CO_2 Map for North East Asia. Journal of Environmental Impact Assessment, 20(6), 879-890.
Choi, Jin Ho and Um, Jung Sup. 2011, "Comparative Evaluation among Different Kriging Techniques applied to GOSAT CO_2 Map for North East Asia", Journal of Environmental Impact Assessment, vol.20, no.6 pp.879-890.
Choi, Jin Ho, Um, Jung Sup "Comparative Evaluation among Different Kriging Techniques applied to GOSAT CO_2 Map for North East Asia" Journal of Environmental Impact Assessment 20.6 pp.879-890 (2011) : 879.
Choi, Jin Ho, Um, Jung Sup. Comparative Evaluation among Different Kriging Techniques applied to GOSAT CO_2 Map for North East Asia. 2011; 20(6), 879-890.
Choi, Jin Ho and Um, Jung Sup. "Comparative Evaluation among Different Kriging Techniques applied to GOSAT CO_2 Map for North East Asia" Journal of Environmental Impact Assessment 20, no.6 (2011) : 879-890.
Choi, Jin Ho; Um, Jung Sup. Comparative Evaluation among Different Kriging Techniques applied to GOSAT CO_2 Map for North East Asia. Journal of Environmental Impact Assessment, 20(6), 879-890.
Choi, Jin Ho; Um, Jung Sup. Comparative Evaluation among Different Kriging Techniques applied to GOSAT CO_2 Map for North East Asia. Journal of Environmental Impact Assessment. 2011; 20(6) 879-890.
Choi, Jin Ho, Um, Jung Sup. Comparative Evaluation among Different Kriging Techniques applied to GOSAT CO_2 Map for North East Asia. 2011; 20(6), 879-890.
Choi, Jin Ho and Um, Jung Sup. "Comparative Evaluation among Different Kriging Techniques applied to GOSAT CO_2 Map for North East Asia" Journal of Environmental Impact Assessment 20, no.6 (2011) : 879-890.