识别全球干旱遥相关模式的复杂网络方法

IF 4 1区 地球科学 Q1 GEOGRAPHY, PHYSICAL
Wenliang Wang , Lei Zhou , Congcong He , Yongwen Zhang , Zhiqiang Gong , Na Ying , Panjie Qiao , Jianjun Wu , Hongquan Sun , Jingfang Fan
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引用次数: 0

摘要

由于人为力量加剧了极端干旱,了解它们的全球联系对于加强生态系统和社会复原力的预测和缓解计划至关重要。然而,传统的方法难以有效地捕捉各区域干旱事件之间复杂、非线性和异步的时空关联。为了解决这个问题,我们引入了一种新的基于复杂性的方法,该方法使用1901年至2021年的月尺度标准化降水蒸散发指数(SPEI)数据构建了一个全球极端干旱复杂网络。通过事件同步(ES)方法和关键网络指标分析,揭示了干旱事件的时空关联和同步传播途径。利用网络指标量化了干旱遥相关的主要方向和传播距离,结果表明,全球干旱遥相关的平均传播距离超过11000 km。青藏高原和亚马逊等地区表现出较高的中间性中心性(BC),突出了它们作为全球干旱传播网络枢纽的关键作用。利用混合单粒子拉格朗日综合轨迹(HYSPLIT)拉格朗日粒子输运模型模拟了欧洲干旱源区到TP汇区的水分输运路径。通过将复杂网络分析与拉格朗日输运模型相结合,对干旱传播途径进行了深入研究。这种双重方法揭示了以前未被认识但高度一致的干旱发生和传播的物理机制。这些发现为制定有效的干旱缓解战略提供了宝贵的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Complex network approaches for identifying global drought teleconnection patterns
As anthropogenic forces amplify extreme droughts, understanding their global connections is essential for prediction and mitigation plans to fortify ecosystem and societal resilience. However, traditional methods struggle to effectively capture the complex, nonlinear, and asynchronous spatiotemporal associations among drought events across regions. To address this, we introduced a novel complexity-based approach that constructs a global extreme drought complex network using monthly-scale Standardized Precipitation Evapotranspiration Index (SPEI) data from 1901 to 2021. By applying the Event Synchronization (ES) method and analyzing key network metrics, we revealed the spatiotemporal associations and synchronous propagation pathways of drought events. Our approach identified major global drought source regions (out-degree >667), including northern and southern Africa, western Australia, central Europe, and central Asia, as well as key sink regions (in-degree >863), such as the Tibetan Plateau (TP), Indonesia, central South America, and the Amazon Basin. Using network metrics, we quantified the dominant directions and propagation distances of drought teleconnections across regions, revealing that the average global drought propagation distance exceeds 11,000 km. Regions such as the TP and the Amazon exhibited high betweenness centrality (BC), underscoring their critical roles as hubs in the global drought propagation network. Furthermore, we used the Hybrid Single-Particle Lagrangian Integrated Trajectory (HYSPLIT) Lagrangian particle transport model to simulate moisture transport pathways from the European drought source region to the TP sink region. By integrating complex network analysis with the Lagrangian transport model, we conducted an in-depth investigation of drought propagation pathways. This dual approach reveals previously unrecognized yet highly consistent physical mechanisms underlying drought occurrence and propagation. These findings offer valuable insights for the development of effective drought mitigation strategies.
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来源期刊
Global and Planetary Change
Global and Planetary Change 地学天文-地球科学综合
CiteScore
7.40
自引率
10.30%
发文量
226
审稿时长
63 days
期刊介绍: The objective of the journal Global and Planetary Change is to provide a multi-disciplinary overview of the processes taking place in the Earth System and involved in planetary change over time. The journal focuses on records of the past and current state of the earth system, and future scenarios , and their link to global environmental change. Regional or process-oriented studies are welcome if they discuss global implications. Topics include, but are not limited to, changes in the dynamics and composition of the atmosphere, oceans and cryosphere, as well as climate change, sea level variation, observations/modelling of Earth processes from deep to (near-)surface and their coupling, global ecology, biogeography and the resilience/thresholds in ecosystems. Key criteria for the consideration of manuscripts are (a) the relevance for the global scientific community and/or (b) the wider implications for global scale problems, preferably combined with (c) having a significance beyond a single discipline. A clear focus on key processes associated with planetary scale change is strongly encouraged. Manuscripts can be submitted as either research contributions or as a review article. Every effort should be made towards the presentation of research outcomes in an understandable way for a broad readership.
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