利用聚类量化东热带太平洋海表温度模式对下游气候的影响

IF 3 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Climate Pub Date : 2024-05-16 DOI:10.3390/cli12050071
Jason Finley, Boniface O Fosu, Chris Fuhrmann, Andrew Mercer, Johna E. Rudzin
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引用次数: 0

摘要

厄尔尼诺-南方涛动(ENSO)的阶段和强度以及赤道外气候模式对东热带太平洋的海表温度(SST)模式和下游气候有很大影响。之前的研究依赖于 EOFs(表征部分 SST 变异)来诊断气候尺度 SST 结构,从而限制了将个别 ENSO 味与下游现象联系起来的能力。本文采用层次聚类和 k-means 聚类方法,从 1950 年至 2021 年的 ERSST 数据集中构建东太平洋模式。通过聚类分析,可以将单个 SST 年/季与 ENSO 阶段直接联系起来,从而深入了解 ENSO 的影响以及相关的下游影响。本研究揭示了四个聚类,每个聚类都描述了受厄尔尼诺/南方涛动和太平洋经向模式(PMM)阶段影响的独特 SST 模式。此外,还利用大西洋和东太平洋盆地的累积气旋能量(ACE)开展了一项案例研究,以证明这些集群的实用性。结果表明,东太平洋(EP)厄尔尼诺现象抑制了大西洋热带气旋(TC)活动,而中太平洋(CP)拉尼娜现象则增强了热带气旋活动。此外,东太平洋厄尔尼诺加上正的 PMM 会放大 ACE。最终,本文使用的方法提供了一种更简洁的分析工具,可用于识别主导的 SSTA 模式,并利用这些模式诊断下游气候效应。
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Quantifying Downstream Climate Impacts of Sea Surface Temperature Patterns in the Eastern Tropical Pacific Using Clustering
El Niño–Southern Oscillation (ENSO) phases and flavors, as well as off-equatorial climate modes, strongly influence sea surface temperature (SST) patterns in the eastern tropical Pacific and downstream climate. Prior studies rely on EOFs (which characterize fractional SST variance) to diagnose climate-scale SST structures, limiting the ability to link individual ENSO flavors with downstream phenomena. Hierarchical and k-means clustering methods are used to construct Eastern Pacific patterns from the ERSST dataset spanning 1950 to 2021. Cluster analysis allows for the direct linkage of individual SST years/seasons to ENSO phase, providing insight into ENSO flavors and associated downstream impacts. In this study, four clusters are revealed, each depicting unique SST patterns influenced by ENSO and Pacific Meridional Mode (PMM) phases. A case study demonstrating the utility of the clusters was also carried out using accumulated cyclone energy (ACE) in the Atlantic and Eastern Pacific basins. Results showed that Eastern Pacific (EP) El Niño suppresses Atlantic tropical cyclone (TC) activity, while Central Pacific (CP) La Niña enhances it. Further, EP El Niño, coupled with positive PMM, amplifies ACE. Ultimately, the methods used herein offer a cleaner analysis tool for identifying dominant SSTA patterns and employing those patterns to diagnose downstream climatic effects.
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来源期刊
Climate
Climate Earth and Planetary Sciences-Atmospheric Science
CiteScore
5.50
自引率
5.40%
发文量
172
审稿时长
11 weeks
期刊介绍: Climate is an independent, international and multi-disciplinary open access journal focusing on climate processes of the earth, covering all scales and involving modelling and observation methods. The scope of Climate includes: Global climate Regional climate Urban climate Multiscale climate Polar climate Tropical climate Climate downscaling Climate process and sensitivity studies Climate dynamics Climate variability (Interseasonal, interannual to decadal) Feedbacks between local, regional, and global climate change Anthropogenic climate change Climate and monsoon Cloud and precipitation predictions Past, present, and projected climate change Hydroclimate.
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