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• W3025689694 abstract "The global radiosonde archives contain valuable weather data, such as temperature, humidity, wind speed, wind direction, and atmospheric pressure. Being the only direct measurement of these variables in the upper air, they are prone to errors. Therefore, a robust analysis and outlier detection of radiosonde data is essential. Among all the variables, the radiosonde winds, which consist of wind speed and direction, are particularly challenging to analyze. In this article, we treat the wind profiles as bivariate functional data across several pressure levels. Since the bivariate distribution of the components of radiosonde winds at a given pressure level is not Gaussian but instead skewed and heavy-tailed, we propose a set of robust quantile methods to characterize the distribution as well as an outlier detection procedure to identify both magnitude and shape outliers. The proposed methods provide an informative visualization tool for bivariate functional data. We also introduce two methods of predicting this bivariate distribution at unobserved pressure levels. In our simulation study, we show that our methods are robust against different types of outliers and skewed data. Finally, we apply our methods to radiosonde wind data to illustrate our proposed quantile analysis methods for visualization, outlier detection, and prediction." @default.
• W3025689694 created "2020-05-21" @default.
• W3025689694 creator A5046628369 @default.
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• W3025689694 date "2020-06-12" @default.
• W3025689694 modified "2023-10-02" @default.
• W3025689694 title "Bivariate Functional Quantile Envelopes With Application to Radiosonde Wind Data" @default.
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• W3025689694 doi "https://doi.org/10.1080/00401706.2020.1769734" @default.
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