Quantifying the teleconnections between East Asian winter precipitation and tropical sea surface temperatures using causal analysis
编号:120 访问权限:仅限参会人 更新:2025-03-26 16:30:21 浏览:19次 张贴报告

报告开始:2025年04月18日 09:43(Asia/Shanghai)

报告时间:1min

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摘要
It was previously revealed that winter precipitation in East Asia is linked to tropical Sea Surface Temperature (SST) anomalies in the Indian and Pacific Oceans. While several teleconnection pathways have been identified, accurately measuring these connections and determining the relative contributions of SSTs remains a challenge. We employed a novel causal inference approach to quantify the effects of SSTs on East Asian winter precipitation, focusing on its leading mode (denoted as Pr). Using the PCMCI method, we first derived a causal graph between the Pr and SSTs in the tropical eastern/western Pacific and Indian Ocean (denoted as EP, WP, and IO respectively). Based on the causal graph, we then applied a quantitative analysis using Wright’s path method. The results indicated that WP-SST had the most substantial impact on the Pr, with a 1 Standard Deviation (SD) increase leading to a 0.24 SD decrease in Pr at a 1-month lag and 0.17 SD decrease at a 2-month lag. The winter monsoon winds and subtropical jet stream are identified as critical mediators of this effect. Additionally, EP-SST had a notable positive influence on the Pr, with a 1 SD warming leading to a 0.12 SD increase in Pr at a 2-month lag, while IO-SST exhibits a minor effect. It is essential to note that, traditional regression analysis indicates that EP-SST explained the largest portion of the Pr variance among the three SSTs, but the causal analysis revealed that WP-SST exerts a more significant role in driving Pr variations, aligning with numerical experiments.
 
关键词
PCMCI,East Asian winter monsoon,causal analysis,ENSO
报告人
MaTianjiao
副教授 云南大学

稿件作者
MaTianjiao 云南大学
陈文 云南大学
安霞东 云南大学
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重要日期
  • 会议日期

    04月17日

    2025

    04月20日

    2025

  • 04月10日 2025

    初稿截稿日期

  • 04月20日 2025

    注册截止日期

主办单位
中国科学院大气物理研究所
承办单位
中国科学院大气物理研究所
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