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WRF downscaling improves ERA-Interim representation of precipitation around a tropical Andean valley during El Nino: implications for GCM-scale simulation of precipitation over complex terrain

机译:WRF降尺度改善了厄尔尼诺现象期间热带安第斯山谷周围降水的ERA中期表示:对于复杂地形上GCM尺度降水的模拟

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Precipitation in the tropical Andes is strongly influenced by the ENSO phases and orographic effects. In particular, precipitation can be drastically reduced during El Nino. Decision-making about water resources relies on modelling precipitation as the main source for water availability. Here we evaluate ERA-Interim ' s capacity to represent precipitation in the mountainous central Colombian Andes, a strategic region for water supply and hydropower generation, for different phases of ENSO during 1998-2012. Our results show that ERA-Interim fails to reproduce important features of precipitation spatial and temporal variability during different ENSO phases. Most critical in these results is how ERA-Interim overestimates precipitation during the dry season in El Nino years, which corresponds to the most critical condition for water supply. We show that ERA-Interim limitations are likely related to its simplified representation of the complex topography in the region, which excludes the inter-Andean Cauca river valley. To improve this, we implement a dynamical downscaling experiment using the WRF regional climate model, including a sensitivity analysis that considers three convective parameterization schemes and a convection-permitting simulation. WRF downscaling outperforms ERA-Interim in the representation of precipitation during the dry season of El Nino years, especially through correcting positive precipitation biases. This improvement is related to a better representation of orographic effects in WRF simulations. Our results suggest that ERA-Interim and, more generally, climate simulations with comparable coarse resolutions, may produce misleading precipitation overestimations in the tropical Andes if they do not adequately represent inter-Andean valleys, with important implications for water resources management.
机译:ENSO阶段和地形影响强烈影响了热带安第斯山脉的降水。特别是在厄尔尼诺现象期间,降水可以大大减少。关于水资源的决策依赖于对降水建模,将其作为可获得水的主要来源。在这里,我们评估了ERA-Interim代表1998-2012年ENSO不同阶段的山区中部哥伦比亚安第斯山脉(这是供水和水力发电的战略区域)的降水的能力。我们的结果表明,ERA-Interim无法重现ENSO不同阶段降水量时空变化的重要特征。这些结果中最关键的是ERA-Interim如何高估了厄尔尼诺年份的干旱季节的降水,这对应于最关键的供水条件。我们表明,ERA-临时限制可能与其简化表示该地区复杂地形有关,其中不包括安第斯山脉的高加索河谷。为了改善这一点,我们使用WRF区域气候模型实施了动态降尺度实验,包括考虑三种对流参数化方案的敏感性分析和允许对流的模拟。在厄尔尼诺现象的干旱季节,WRF的降尺度表现优于ERA-Interim,尤其是通过纠正正降水偏差。这项改进与在WRF模拟中更好地表达地形效果有关。我们的结果表明,如果ERA-Interim以及更普遍的具有类似粗分辨率的气候模拟,如果它们不能充分代表安第斯山脉之间的山谷,可能会产生误导性的降雨高估,这对水资源管理具有重要意义。

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