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首页> 外文期刊>International Journal of Climatology: A Journal of the Royal Meteorological Society >Identification and trend analysis of homogeneous rainfall zones over the East Asia monsoon region
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Identification and trend analysis of homogeneous rainfall zones over the East Asia monsoon region

机译:东亚季风区均匀降水带的识别和趋势分析

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Rainfall is a complex phenomenon with high spatiotemporal variability. Identification of homogeneous rainfall zones to better analyse the rainfall intensity and extent is of vital significance for water resources management and mitigation of potential hazards from extreme events, i.e. droughts and floods. Appropriate zoning of homogeneous rainfall regions may give better understanding of rainfall patterns by resolving small scale variations. Although homogeneous rainfall zones have been established at country scale based on climatological mean behaviour, there has been little attempt to identify zones over broader scale with consistently homogeneous rainfall variability. This study employed K-means and Hierarchical clustering methods to establish homogeneous rainfall zones in the East Asia monsoon region (20 degrees N-50 degrees N, 103 degrees E-149 degrees E) using 30 years (1978-2007) monthly rainfall data at 0.5 degrees grid resolution. Various cluster validation indices were used to assess the optimal number of homogeneous rainfall zones. The comparison of K-means and Hierarchical clustering showed that although both methods were able to define the homogeneous rainfall zones well with spatial contiguity, the K-means clustering outperformed the Hierarchical clustering in identifying more distinct zones with diverse rainfall characteristics. Mann-Kendall and linear regression tests were used for seasonal and annual rainfall trend analysis in the homogeneous rainfall zones. The study revealed that the region experiences distinct rainfall regimes over different zones. Furthermore, significant increasing and decreasing trends were observed over different zones with strong seasonal variation that indicate the aggravated stress of climate induced disasters, i.e. droughts and floods over the East Asia monsoon region.
机译:降雨是一个复杂的现象,时空变化很大。确定均匀的降雨区以更好地分析降雨强度和范围对于水资源管理和减轻极端事件(如干旱和洪水)的潜在危害至关重要。通过解决小尺度变化,对均质降雨区进行适当的分区可以更好地了解降雨模式。尽管已经根据气候平均行为在国家范围内建立了均质降雨区,但几乎没有尝试确定具有一致均质降雨变化的更广泛区域。这项研究采用K均值和层次聚类方法,利用30年(1978-2007)的30个月(1978-2007)月度降雨数据在东亚季风区(北纬20度至北纬50度,东经103度至149度)建立了均匀的降雨区。 0.5度网格分辨率。各种聚类验证指标用于评估均匀降雨带的最佳数量。 K均值和层次聚类的比较表明,尽管两种方法都能够很好地定义具有空间连续性的均匀降雨带,但在识别具有不同降雨特征的更明显区域时,K均值聚类优于层次聚类。 Mann-Kendall和线性回归测试用于均质降雨区的季节和年度降雨趋势分析。研究表明,该地区在不同区域经历不同的降雨方式。此外,在不同的区域观察到明显的增加和减少趋势,这些区域具有强烈的季节性变化,这表明气候诱发的灾害(即东亚季风区的干旱和洪水)加剧了压力。

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