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Missing data analysis and homogeneity test for Turkish precipitation series

机译:土耳其降水序列的缺失数据分析和均一性检验

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In this study, missing value analysis and homogeneity tests were conducted for 267 precipitation stations throughout Turkey. For this purpose, the monthly and annual total precipitation records at stations operated by Turkish State Meteorological Service (DMI) from 1968 to 1998 were considered. In these stations, precipitation records for each month was investigated separately and the stations with missing values for too many years were eliminated. The missing values of the stations were completed by Expectation Maximization (EM) method by using the precipitation records of the nearest gauging station. In this analysis, 38 stations were eliminated because they had missing values for more than 5 years, 161 stations had no missing values and missing precipitation values were completed in the remaining 68 stations. By this analysis, annual total precipitation data were obtained by using the monthly values. These data should be hydrologically and statistically reliable for later hydrological, meteorological, climate change modelling and forecasting studies. For this reason, Standard Normal Homogeneity Test (SNHT), (Swed-Eisenhart) Runs Test and Pettitt homogeneity tests were applied for the annual total precipitation data at 229 gauging stations from 1968 to 1998. The results of each of the testing methods were evaluated separately at a significance level of 95% and the inhomogeneous years were determined. With the application of the aforementioned methods, inhomogeneity was detected at 50 stations of which the natural structure was deteriorated and 179 stations were found to be homogeneous.
机译:在这项研究中,对整个土耳其的267个降水站进行了缺失值分析和均一性测试。为此,考虑了1968年至1998年土耳其国家气象局(DMI)运营的月度和年度降水记录。在这些气象站中,分别调查了每个月的降水记录,并消除了缺少多年值的气象站。利用最近的测量站的降水记录,通过期望最大化(EM)方法完成了站的缺失值。在此分析中,有38个台站被淘汰,因为它们的缺失值超过5年; 161个台站没有缺失值;而其余68个台站则完成了降水缺失值。通过该分析,使用月度值获得了年度总降水量数据。这些数据在水文和统计上应该是可靠的,以便以后进行水文,气象,气候变化建模和预报研究。因此,对于1968年至1998年期间229个测量站的年度总降水量数据,使用了标准正常均一性测试(SNHT),(Swed-Eisenhart)运行测试和Pettitt均一性测试。评估了每种测试方法的结果分别以95%的显着性水平确定了不均匀的年份。通过上述方法的应用,在其自然结构恶化的50个工位上检测到不均匀性,发现179个工位是均匀的。

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