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A doubly stochastic rainfall model with exponentially decaying pulses

机译:具有指数衰减脉冲的双随机降雨模型

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We develop a doubly stochastic point process model with exponentially decaying pulses to describe the statistical properties of the rainfall intensity process. Mathematical formulation of the point process model is described along with second-order moment characteristics of the rainfall depth and aggregated processes. The derived second-order properties of the accumulated rainfall at different aggregation levels are used in model assessment. A data analysis using 15 years of sub-hourly rainfall data from England is presented. Models with fixed and variable pulse lifetime are explored. The performance of the model is compared with that of a doubly stochastic rectangular pulse model. The proposed model fits most of the empirical rainfall properties well at sub-hourly, hourly and daily aggregation levels.
机译:我们开发了一个具有指数衰减脉冲的双随机点过程模型,以描述降雨强度过程的统计特性。描述了点过程模型的数学公式,以及降雨深度和聚集过程的二阶矩特征。在模型评估中使用了在不同聚合水平下得出的累积降雨的二阶特性。提出了使用来自英国的15年以下每小时降雨数据的数据分析。探索具有固定和可变脉冲寿命的模型。将该模型的性能与双随机矩形脉冲模型的性能进行了比较。所提出的模型在亚小时,小时和每日聚合水平上都很好地拟合了大多数经验降雨特性。

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