Hakam Oualid, Bouras El Houssaine, Amazirh Abdelhakim, Ongoma Victor, Eddamiri Siham, Saidi Lamiae, Zerouali Abdelaziz, Chehbouni Abdelghani
International Water Research Institute, Mohammed VI Polytechnic University, 43150, Ben-Guerir, Morocco.
Center for Remote Sensing Applications, Mohammed VI Polytechnic University, 43150, Ben-Guerir, Morocco.
Sci Rep. 2025 May 23;15(1):17977. doi: 10.1038/s41598-025-02718-0.
There is growing demand for increased accuracy in sub-seasonal weather forecast. This calls for understanding of characteristics of precipitation variability in association with global teleconnections. This study analyzes the influence of major global teleconnections on spatial and temporal variability of precipitation in Morocco in the wet season over the period 1980-2015. We consider a suite of climate indices (CIs), including the North Atlantic Oscillation (NAO), various forms of the El Niño-Southern Oscillation (ENSO), the East Atlantic Oscillation (EA), the Mediterranean Oscillation (MO), and the Western Mediterranean Oscillation (WeMO). In addition, we analyze the Pacific Decadal Oscillation (PDO), the Atlantic Multidecadal Oscillation (AMO), the Scandinavian (SCAND) pattern, and the East Atlantic/Western Russia (EATL/WRUS) pattern. We identify the dominant teleconnections and examine their seasonal and regional impacts across Morocco using regression analyses, empirical orthogonal function (EOF) analysis, and wavelet coherence. Linear regression of sea surface temperature (SST) and geopotential height fields onto three identified precipitation zones reveals varying patterns of oceanic and atmospheric variability, with significant differences between winter and spring. Additionally, regressing precipitation against natural climate variability modes (CIs) indicates a complex interplay of global teleconnections. The NAO and MO emerge as the primary drivers of winter precipitation, whereas spring precipitation is more strongly modulated by the EA pattern and the WeMO. Secondary patterns such as SCAND and EATL/WRUS also exert region-specific influences. Notably, the influence of ENSO on precipitation evolved over the study period. ENSO-related impacts have strengthened post 2000, coinciding with enhanced Pacific-Atlantic coupling. Wavelet coherence analysis reveals that since 2000, Pacific signals (ENSO/PDO) have become more in phase with Atlantic variability (NAO/AMO), amplifying their effect on precipitation. These findings clarify the seasonal and regional teleconnection dynamics governing precipitation in Morocco and highlight an emerging influence of Pacific climate variability in the twenty-first century. This improved understanding can inform seasonal forecasting to support climate adaptation efforts in North Africa.
对次季节天气预报准确性提高的需求日益增长。这就需要了解与全球遥相关联的降水变率特征。本研究分析了1980 - 2015年湿季期间主要全球遥相关对摩洛哥降水时空变率的影响。我们考虑了一系列气候指数(CI),包括北大西洋涛动(NAO)、各种形式的厄尔尼诺 - 南方涛动(ENSO)、东大西洋涛动(EA)、地中海涛动(MO)和西地中海涛动(WeMO)。此外,我们还分析了太平洋年代际涛动(PDO)、大西洋多年代际涛动(AMO)、斯堪的纳维亚(SCAND)型和东大西洋/俄罗斯西部(EATL/WRUS)型。我们确定了主要的遥相关,并使用回归分析、经验正交函数(EOF)分析和小波相干分析来研究它们对摩洛哥各地的季节和区域影响。海表面温度(SST)和位势高度场对三个确定的降水区的线性回归揭示了海洋和大气变率的不同模式,冬季和春季之间存在显著差异。此外,将降水与自然气候变率模式(CI)进行回归表明全球遥相关之间存在复杂的相互作用。NAO和MO成为冬季降水的主要驱动因素,而春季降水则受EA型和WeMO的更强调制。诸如SCAND和EATL/WRUS等次要模式也产生区域特定影响。值得注意的是,ENSO对降水的影响在研究期间有所演变。2000年后与ENSO相关的影响增强,这与太平洋 - 大西洋耦合增强相吻合。小波相干分析表明,自2000年以来,太平洋信号(ENSO/PDO)与大西洋变率(NAO/AMO)的相位更加一致,放大了它们对降水的影响。这些发现阐明了控制摩洛哥降水的季节和区域遥相关动态,并突出了21世纪太平洋气候变化的新影响。这种更好的理解可为季节预测提供信息以支持北非的气候适应努力。