Spatial-temporal factors affecting monthly rainfall in some Central Asian countries assuming a Weibull regression model

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2022-06-02 DOI:10.18187/pjsor.v18i2.3976
E. Barili, J. Achcar, R. P. Oliveira
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Abstract

Climate change has been observed worldwide in the last years. Among the different effects of climate change, rain precipitation is one of the effects that most challenge the population of all countries in the world. The main goal of this study is to introduce a data analysis of monthly rainfall data related to five countries in Central Asia (Kazakhstan, Kyrgyzstan, Tadjikistan, Turkmenistan and Uzbekistan) for a long period of time to discover the behavior of rain precipitation in these countries in the last decades and possible link with climate change. Since climate data are positive real values, Weibull regression models are used in the data analysis in presence of some spatial factors  as latitude and longitude of the climate stations in each country, temporal factors (linear year effects), altitude of the climate station and categorical factors (countries).The obtained results show that some factors have different effects in the monthly rainfall of the assumed countries during the follow-up assumed period, possibly linked to the climate change observed in the last decades worldwide.
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基于威布尔回归模型的影响中亚一些国家月降雨量的时空因素
在过去的几年里,全世界都观察到了气候变化。在气候变化的不同影响中,降雨是世界上对所有国家人口最具挑战性的影响之一。本研究的主要目标是对中亚五个国家(哈萨克斯坦、吉尔吉斯斯坦、塔吉克斯坦、土库曼斯坦和乌兹别克斯坦)长期的月度降雨量数据进行数据分析,以发现这些国家过去几十年的降雨行为以及与气候变化的可能联系。由于气候数据是正的真实值,因此在存在一些空间因素的情况下,在数据分析中使用威布尔回归模型,如每个国家气候站的纬度和经度、时间因素(线性年效应)、,结果表明,在后续假设期内,一些因素对假设国家的月降雨量有不同的影响,可能与过去几十年全球观测到的气候变化有关。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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