Near-term efficient predictability of dry and wet years during West African monsoon season

IF 2.8 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Theoretical and Applied Climatology Pub Date : 2024-07-18 DOI:10.1007/s00704-024-05108-0
Ugochukwu K. Okoro, Wen Chen, Victor N. Dike
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Abstract

The near-term performance efficiency in predicting the dry and wet years in the West African monsoon (WAM) season (May to October) has been studied from 1979 to 2050 using the CRU observational rainfall, NCEP RII atmospheric circulation fields, and CORDEX-Africa outputs in the historical and RCP 8.5 experiments. The dry and wet years from the 6-month SPI at the Western Sudano Sahel (WSS), Eastern Sudano Sahel (ESS), and Guinea Coast (GC) rainfall regions, respectively, have shown consistency in the associated features during such WAM season extremes. The ensemble mean of the historical outputs (1979 to 2005) shows varying simulations of the WAM season; non-significant correlation in rainfall in GC and its overestimation at the three regions, the underestimating (overestimating) of Moisture Flux Convergence (MFC) in the Sahel (GC), and the “non-reasonable” performance by the Kling-Gupta efficiency in simulating the zonal moisture flux in GC and meridional moisture flux in ESS. The bias-correction of the RCP 8.5 outputs has shown improved performance efficiency of the models simulations from 2006 to 2021, however, with the attendant limitations in the technique. The bias-corrected rainfall showed underestimation at all regions although indicating negative significant correlation at the GC (r = -0.33, at 99.9% Confidence level from t-test) whereas the MFC has shown reasonable performance in the GC (KGE = -0.39). However, the ensemble mean of the models presents greater efficiency in projecting the WAM dry and wet years although there are yet huge uncertainties in the projections indicated by the MBE values. The 6-month SPI projections from the improved RCP 8.5 simulation present 2048 to be dry and 2035, 2042 and 2047 to be wet years during the WAM from 2022 to 2050. Noteworthy is the impact of MFC on rainfall being consistent in both the historical and the bias-corrected models’ outputs, having a greater impact by 2050.

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西非季风季节干年和湿年的近期有效预测性
利用 CRU 观测雨量、NCEP RII 大气环流场和 CORDEX-Africa 在历史和 RCP 8.5 试验中的输出,研究了 1979 年至 2050 年西非季风季节(5 月至 10 月)干湿年的近期预测性能效率。西苏达诺萨赫勒(WSS)、东苏达诺萨赫勒(ESS)和几内亚海岸(GC)降雨区 6 个月 SPI 的干年和湿年分别显示了 WAM 极端季节期间相关特征的一致性。历史输出的集合平均值(1979 年至 2005 年)显示,对 WAM 季节的模拟各不相同;几内亚海岸降雨量的相关性不明显,但在三个地区都高估了降雨量;萨赫勒(几内亚海岸)的水汽流量辐合(MFC)被低估(高估);克林-古普塔效率在模拟几内亚海岸的带状水汽流量和萨赫勒东部的经向水汽流量时表现 "不合理"。对 RCP 8.5 的输出进行偏差校正后,2006 至 2021 年模式模拟的性能效率有所提高,但该技术也存在相应的局限性。偏差校正后的降雨量在所有地区都被低估了,但在全球气候中心显示出显著的负相关(r = -0.33,t 检验的置信度为 99.9%),而 MFC 在全球气候中心显示出合理的性能(KGE = -0.39)。然而,尽管 MBE 值显示的预测结果存在巨大的不确定性,但模式的集合平均值在预测世界气象组织的干旱和湿润年份时表现出更高的效率。根据改进的 RCP 8.5 模拟的 6 个月 SPI 预测,2048 年为干旱年,2035、2042 和 2047 年为 2022 至 2050 年世界气象组织干旱和湿润年。值得注意的是,在历史模式和偏差校正模式的输出结果中,MFC 对降雨量的影响是一致的,但到 2050 年影响更大。
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来源期刊
Theoretical and Applied Climatology
Theoretical and Applied Climatology 地学-气象与大气科学
CiteScore
6.00
自引率
11.80%
发文量
376
审稿时长
4.3 months
期刊介绍: Theoretical and Applied Climatology covers the following topics: - climate modeling, climatic changes and climate forecasting, micro- to mesoclimate, applied meteorology as in agro- and forestmeteorology, biometeorology, building meteorology and atmospheric radiation problems as they relate to the biosphere - effects of anthropogenic and natural aerosols or gaseous trace constituents - hardware and software elements of meteorological measurements, including techniques of remote sensing
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