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A comprehensive study of the parameters affecting the stable isotopes in the precipitation of the Bangkok metropolitan area using model-based statistical approaches.
- Source :
-
Isotopes in environmental and health studies [Isotopes Environ Health Stud] 2023 May; Vol. 59 (2), pp. 161-179. Date of Electronic Publication: 2023 Feb 22. - Publication Year :
- 2023
-
Abstract
- This study determined the main local and regional parameters affecting the stable isotopes ( <superscript>18</superscript> O, <superscript>2</superscript> H) in the Bangkok precipitation and developed the Bangkok meteoric water line (BMWL) ( δ <superscript>2</superscript> H = (7.68 ± 0.07) δ <superscript>18</superscript> O + (7.25 ± 0.48)). First, Pearson correlation coefficients were used to determine the correlation between local and regional parameters. Six different regression methods were used based on Pearson correlation coefficients. The stepwise regression had the most accurate performance among them according to the R <superscript>2</superscript> values. Second, three different methods were used to develop the BMWL, and their performances were also studied. Third, the stepwise regression method was used to study the effects of local and regional parameters on the stable isotope content of precipitation. The results showed that the local parameters had a greater effect on the stable isotope content than the regional ones. The stepwise models developed based on the northeast and southwest monsoons showed that moisture sources also affected the stable isotope content of precipitation. Finally, the developed stepwise models were validated by calculating the root mean square error (RMSE) and R <superscript>2</superscript> . This study demonstrated that the local parameters mainly controlled the stable isotopes in the Bangkok precipitation, while the regional parameters had a slight effect on them.
- Subjects :
- Seasons
Oxygen Isotopes analysis
Thailand
Water
Rain
Environmental Monitoring methods
Subjects
Details
- Language :
- English
- ISSN :
- 1477-2639
- Volume :
- 59
- Issue :
- 2
- Database :
- MEDLINE
- Journal :
- Isotopes in environmental and health studies
- Publication Type :
- Academic Journal
- Accession number :
- 36812291
- Full Text :
- https://doi.org/10.1080/10256016.2023.2178431