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Variability and Predictability of Summer Monsoon Rainfall over Pakistan

机译:巴基斯坦夏季季风降雨的变异性和可预测性

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摘要

Rainfall variability associated with the South Asian Summer Monsoon has increased in recent decades, particularly at the northwestern monsoon margins over Pakistan, leading to more frequent and intense hydro-meteorological extremes that have adversely affected the agrarian economy, water and food security in the country. Devising effective strategies to ensure sustainable development in Pakistan thus requires that the monsoonal rainfall be predicted on an inter-annual scale. Here, we predicted the inter- and intra-annual variability of the monsoonal rainfall over Pakistan and its possible drivers using a linear statistical forecast model of the principal component (PC) regression analysis. For this purpose, highly correlated PCs of the National Centre for Environmental Prediction (NCEP) based sea level pressure, horizontal and meridional winds to the observed rainfall for the period 2001-2013 were ingested in a stepwise multiple regression model, which was further validated for the duration of 2014-2015. Our results suggest that featuring correlation coefficient, mean absolute error, mean bias, and root mean square error of 0.75, 42.23, -14.92 and 60.65, respectively, the model exhibits robust skill in predicting the inter-annual monsoonal rainfall variability at its extreme northwestern margins over Pakistan.
机译:与南亚夏季季风有关的降雨变异近几十年上涨,特别是在巴基斯坦的季风利润西北部,导致更加频繁,强烈的水力气象极端,这对该国的农业经济,水和粮食安全产生了不利影响。因此,制定了确保巴基斯坦可持续发展的有效策略要求在年度规模上预测季风降雨。在这里,我们预测了巴基斯坦的季风降雨的间间变异性,以及使用主要成分(PC)回归分析的线性统计预测模型的可能驱动因素。为此目的,在逐步多元回归模型中摄取了基于环境预测的国家环境预测(NCEP)的海平面压力,水平和经呼节的高度相关的PC,水平和经济风对观察到的降雨量进行了进入,这是进一步验证的2014-2015的持续时间。我们的结果表明,分别具有相关系数,平均绝对误差,平均偏差和0.75,42.23,-14.92和60.65的均方根误差,该模型在其极端西北部预测年度季风降雨变异性方面具有强大的技能巴基斯坦的边缘。

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