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Interpretation of typhoon cloud patterns by holistic analysis

机译:整体分析对台风云模式的解读

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摘要

The main theme of this paper is the morphological analysis of typhoons. That is, we aim at establishing a new scheme for estimating the intensity of typhoons based on the morphological analysis of typhoons. The infrastructure of this research is our typhoon image collection that consists of about 20,000 typhoon images in the northern hemisphere, and about 9,000 typhoon images in the southern hemisphere. Based on this testbed, we applied several holistic analysis approaches such as principal component analysis for the challenge of typhoon analysis. As a result, the eigenpictures of the typhoons well represent the characteristics of typhoon cloud patterns such as eyewall clouds and rain bands; moreover, the application of multiscale analysis to those eigenpictures yields further information related to the scale of meteorological phenomena. However, although holistic analysis shows good performance in similarity-based image retrieval, typhoon prediction based on similarity-based image retrieval is found to be a difficult task due to the chaotic nature of the atmosphere.
机译:本文的主要主题是台风的形态学分析。也就是说,我们的目的是基于台风的形态分析建立一种估计台风强度的新方案。本研究的基础设施是我们的台风图像集合,其中包括北半球大约20,000台台风图像,以及南半球大约9,000台台风图像。基于该试验台,我们应用了几种整体分析方法,如台风分析挑战的主要成分分析。结果,台风的特征很好地代表了台风云模式的特点,如眼影云和雨段;此外,多尺度分析对这些特征分析的应用产生了与气象现象规模相关的更多信息。然而,尽管整体分析显示了在基于相似性的图像检索中的良好性能,但由于大气的混沌性质,发现基于相似性的图像检索的台风预测是一项艰巨的任务。

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