利用基于模型的统计方法对影响曼谷大都市区降水中稳定同位素的参数进行了综合研究。

IF 1.1 4区 环境科学与生态学 Q4 CHEMISTRY, INORGANIC & NUCLEAR
Mojtaba Heydarizad, Nathsuda Pumijumnong, Masoud Minaei, Javad Eskandari Mayvan, Danial Mansourian
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引用次数: 1

摘要

本研究确定了影响曼谷降水中稳定同位素(18O, 2H)的主要局域参数,并建立了曼谷大气水线(BMWL) (δ2H =(7.68±0.07)δ18O +(7.25±0.48))。首先,使用Pearson相关系数来确定局部和区域参数之间的相关性。基于Pearson相关系数,采用了6种不同的回归方法。从R2值来看,逐步回归的表现最为准确。其次,采用三种不同的方法开发了BMWL,并对其性能进行了研究。第三,采用逐步回归方法研究了局地参数和区域参数对降水稳定同位素含量的影响。结果表明,局部参数对稳定同位素含量的影响大于区域参数。基于东北和西南季风建立的逐步模式表明,水汽源也影响降水的稳定同位素含量。最后,通过计算均方根误差(RMSE)和R2对所建立的逐步模型进行验证。研究表明,局部参数主要控制曼谷降水的稳定同位素,而区域参数对稳定同位素的影响较小。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A comprehensive study of the parameters affecting the stable isotopes in the precipitation of the Bangkok metropolitan area using model-based statistical approaches.

This study determined the main local and regional parameters affecting the stable isotopes (18O, 2H) in the Bangkok precipitation and developed the Bangkok meteoric water line (BMWL) (δ2H = (7.68 ± 0.07) δ18O + (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 R2 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 R2. 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.

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来源期刊
CiteScore
2.80
自引率
7.70%
发文量
21
审稿时长
3.0 months
期刊介绍: Isotopes in Environmental and Health Studies provides a unique platform for stable isotope studies in geological and life sciences, with emphasis on ecology. The international journal publishes original research papers, review articles, short communications, and book reviews relating to the following topics: -variations in natural isotope abundance (isotope ecology, isotope biochemistry, isotope hydrology, isotope geology) -stable isotope tracer techniques to follow the fate of certain substances in soil, water, plants, animals and in the human body -isotope effects and tracer theory linked with mathematical modelling -isotope measurement methods and equipment with respect to environmental and health research -diagnostic stable isotope application in medicine and in health studies -environmental sources of ionizing radiation and its effects on all living matter
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