ML4WX

Climate analysis & attribution

Spring Regional Sea Surface Temperatures as a Precursor of European Summer Heatwaves

Goratz Beobide‐Arsuaga, André Düsterhus, Wolfgang A. Müller, Elizabeth A. Barnes, Johanna Baehr

Geophysical Research Letters · · Max Planck Institute for Meteorology, Colorado State University (incl. CIRA)

PaperPDF

In one sentence. Explainable neural network on 100 MPI Grand Ensemble members identifies spring tripolar North Atlantic SST patterns as precursors of European summer heatwaves.

Abstract

Abstract Different spring and early summer North Atlantic sea surface temperature anomalies (SSTAs) have been shown to precede recent European summer heatwaves (EuSHWs). So far, the limited number of observed events associated with several physical mechanisms has prevented a robust identification of SSTAs as precursors. Here, we extend beyond previous studies by combining 100 historical simulations (1850–2005) of the MPI Grand‐Ensemble with an explainable neural‐network method. We find that the spring tripolar North Atlantic pattern with positive SSTAs in the Subtropical Gyre is a precursor of EuSHWs. In addition, positive SSTAs west of the Iberian Peninsula, and in the North Sea, the Baltic Sea and the Mediterranean Sea relate to distinct early summer soil moisture anomaly patterns and are precursors of western and southeastern EuSHWs, respectively. While the phase of the tripolar North Atlantic pattern indicates whether a EuSHW might emerge, regional SSTAs indicate the spatial characteristics of EuSHWs.

Labels

Topic
Climate analysis & attribution, Extremes & hazards, Explainability, uncertainty & physics
Type
Application study
Method
Other
Time scale
Seasonal to annual
Domain
Regional
Data
CMIP / climate model output
Status
Research
Identifiers
DOI:10.1029/2022gl100727 OpenAlex:W4317397246
Added
2026-10-22

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