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Functional Data Analysis of Models for Predicting Temperature and Precipitation Under Climate Change Scenarios by Abdul Razzaq Ghumman; Husnain Haider; Md. Shafiquzamman is a Environmental Science article available to read on EtoBox.
What is Functional Data Analysis of Models for Predicting Temperature and Precipitation Under Climate Change Scenarios about?
Abstract Evaluating the impact of climatic change on hydrologic variables is highly important for sustainability of water resources. Precipitation and temperature are the two basic parameters which need to be included in climate change impact studies. Thirty years (1985–2015) climatic data of Astore, a sub-catchment of the Upper Indus River Basin (UIRB), were analyzed for predicting the temperature and precipitation under different climate change scenarios. The station data were compared with the results of two global climate models (GCMs) each with two emission scenarios, including Representative Concentration Pathway (RCP) 2.6 and 8.5. The Mann–Kendall test and Sen's slope were applied to explore various properties of precipitation and temperature data series for a trend analysis. The commonalities and dissimilarities between the results of various GCMs and the trend of the station data were investigated using the functional data analysis. Two cross distances were estimated on the basis of Euclidean distances between the predicted time series; subsequently, the differences in their first derivatives were used to evaluate their mutual dissimilarities. The long-term predictions by
Who reads Functional Data Analysis of Models for Predicting Temperature and Precipitation Under Climate Change Scenarios?
It is typically read by researchers, students, and practitioners in Environmental Science.
- Author
- Abdul Razzaq Ghumman; Husnain Haider; Md. Shafiquzamman
- Publisher
- IWA Publishing (ISSN 2040-2244)
- Published
- 2019
- Language
- EN
- Field
- Environmental Science (Physical Sciences)
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