Objective Identification of Tropical Cyclone–induced Remote Moisture Transport using Digraphs

IF 3 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES
Shiqi Xiao, Aoqi Zhang, Yilun Chen, Weibiao Li
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引用次数: 0

Abstract

Abstract Tropical cyclone (TC)–induced remote moisture transport is the fundamental cause of TC‐induced remote precipitation. However, despite increasing attention having been paid to TC‐induced remote moisture transport over the past few decades, a method for the objective identification of TC remote moisture transport remains lacking, which is crucial to understanding the complex rainfall mechanisms associated with TC‐induced remote moisture transport over recent decades. We set out to solve this issue in the present study by using a series of newly developed processing algorithms. Firstly, we identified vertically integrated water vapor transport (IVT) pathways using spatially smoothed moving window quantiles, and then used the maximum gradient method to segment IVT clusters from pathways. Relationship digraphs were constructed for IVT clusters to flexibly interpret the spatiotemporal merging and splitting processes among them. Finally, TC clusters (TCCs) and TC remote Clusters (TRCs) were identified in succession based on the TC tracks and diagraphs of IVT clusters. Applications of these processing algorithms showed that the TCCs and TRCs at the same timestep can be identified successfully by applying our method. The generality of the objective identification method was validated using data covering four decades. Our algorithms revealed discontinuous and uneven moisture transport, especially those associated with TCs, which benefits studies of remote rainfall associated with TCs. Furthermore, it facilitates the construction of IVT pathway and cluster datasets covering the past several decades, which can be used for analyzing related characteristics and thereby revealing possible physical mechanisms underlying the nature of TRCs. This article is protected by copyright. All rights reserved.

Abstract Image

目的利用有向图识别热带气旋诱导的远距离水汽输送
热带气旋诱导的远距离水汽输送是造成热带气旋诱发远距离降水的根本原因。然而,尽管在过去的几十年里,人们越来越关注TC诱导的远程水分输送,但一种客观识别TC远程水分输送的方法仍然缺乏,这对于理解近几十年来与TC诱导的远程水分输送相关的复杂降雨机制至关重要。在本研究中,我们开始使用一系列新开发的处理算法来解决这个问题。首先,利用空间平滑的移动窗分位识别垂直整合水汽输送(IVT)路径,然后利用最大梯度法从路径中分割IVT簇。构建了IVT集群的关系图,灵活地解释了IVT集群之间的时空合并和分裂过程。最后,基于IVT集群的TC轨迹和图,依次识别出TC集群和TC远程集群。这些处理算法的应用表明,应用我们的方法可以成功地识别出同一时间步长的tcc和TRCs。用40年的数据验证了客观识别方法的通用性。我们的算法揭示了不连续和不均匀的水分输送,特别是与tc相关的水分输送,这有利于研究与tc相关的远程降雨。此外,它有助于构建覆盖过去几十年的IVT通路和聚类数据集,可用于分析相关特征,从而揭示TRCs性质背后可能的物理机制。这篇文章受版权保护。版权所有。
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来源期刊
CiteScore
16.80
自引率
4.50%
发文量
163
审稿时长
3-8 weeks
期刊介绍: The Quarterly Journal of the Royal Meteorological Society is a journal published by the Royal Meteorological Society. It aims to communicate and document new research in the atmospheric sciences and related fields. The journal is considered one of the leading publications in meteorology worldwide. It accepts articles, comprehensive review articles, and comments on published papers. It is published eight times a year, with additional special issues. The Quarterly Journal has a wide readership of scientists in the atmospheric and related fields. It is indexed and abstracted in various databases, including Advanced Polymers Abstracts, Agricultural Engineering Abstracts, CAB Abstracts, CABDirect, COMPENDEX, CSA Civil Engineering Abstracts, Earthquake Engineering Abstracts, Engineered Materials Abstracts, Science Citation Index, SCOPUS, Web of Science, and more.
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