Bivariate and Partial Wavelet Coherence analysis of aerosols impact on Global Horizontal Irradiation in Far-North and Littoral regions of Cameroon

Yaulande Douanla Alotse, Mamadou Ossénatou, Dembélé André, Lenouo André
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Abstract

This study investigated the time-frequency variability of Global Horizontal Irradiation (GHI) under clear sky conditions in Cameroon in relation to aerosol types using the wavelet transform method. For this purpose, we focused on two climatically different zones (Far North and Littoral) in Cameroon chosen because of the large difference in term of proportion in type of aerosols. From the Bivariate Wavelet Coherence (BWC) analysis, it was found in the Littoral zone (Dust DU, Organic Matter OM, Black Carbon BC, Sulfates SU) aerosols are negatively correlated with GHI at all frequencies, whereas Sea Salt (SS) aerosols are positively correlated with GHI. In the Far North zone, all aerosols are negatively correlated with GHI in the 0-8 month band but the dynamic has changed in the 8-16 month band. However, with the Partial Wavelet Coherence (PWC) analysis, we found that the correlations between GHI and each analyzed variable decreased after removing the effects of the remaining variables. Only the correlations between GHI and DU are still significant, with an average wavelet coherence (AWC) and percentage of significant coherence (PASC) values of 0.60 and 24.36% respectively. It is noteworthy with PWC analysis that the area with significant correlation between GHI and the other aerosol types except DU is very limited. This shows that their influences on GHI have already been covered by DU. The study also showed the combined effect of the analyzing variables (SS, BC, SU and OM) on GHI, since, independently as shown by the PWC, each of them is weakly correlated to GHI. However, with the BWC, the combined effect of other aerosols on BC and SU makes their influences on GHI important. The PWC and BWC implementations have been compiled by Matlab and can be accessed freely following this link (https://figshare.com/s/bc97956f43fe5734c784).
喀麦隆极北和沿岸地区气溶胶对全球水平辐照影响的二元和部分小波相干分析
本研究利用小波变换方法,研究了喀麦隆晴空条件下全球水平辐照(GHI)的时频变化与气溶胶类型的关系。为此,我们重点研究了喀麦隆两个气候不同的区域(极北和滨海),因为这两个区域的气溶胶类型比例差异很大。通过双变量小波相干性(BWC)分析发现,滨海区(尘埃 DU、有机物 OM、黑碳 BC、硫酸盐 SU)气溶胶在所有频率上都与 GHI 呈负相关,而海盐(SS)气溶胶则与 GHI 呈正相关。在极北地区,所有气溶胶在 0-8 个月波段都与 GHI 呈负相关,但在 8-16 个月波段的动态变化有所改变。然而,通过部分小波一致性(PWC)分析,我们发现在剔除其余变量的影响后,GHI 与每个分析变量之间的相关性都有所下降。只有 GHI 和 DU 之间的相关性仍然显著,平均小波一致性(AWC)和显著一致性百分比(PASC)值分别为 0.60 和 24.36%。值得注意的是,通过小波相干性分析,除 DU 外,GHI 与其他气溶胶类型之间具有显著相关性的区域非常有限。这说明它们对 GHI 的影响已经被 DU 所覆盖。该研究还显示了分析变量(SS、BC、SU 和 OM)对 GHI 的综合影响,因为正如 PWC 所显示的那样,它们各自与 GHI 的相关性很弱。然而,在 BWC 中,其他气溶胶对 BC 和 SU 的综合影响使得它们对 GHI 的影响变得非常重要。PWC 和 BWC 的实现由 Matlab 编译,可通过此链接免费获取(https://figshare.com/s/bc97956f43fe5734c784)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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