ML4WX

Climate analysis & attributionClassic

Using Causal Effect Networks to Analyze Different Arctic Drivers of Midlatitude Winter Circulation

Marlene Kretschmer, Dim Coumou, Jonathan F. Donges, Jakob Runge

Journal of Climate · · Potsdam Institute for Climate Impact Research (PIK)

Paper

In one sentence. Causal effect networks identify Barents and Kara sea ice and Eurasian snow cover as drivers of winter Arctic Oscillation and midlatitude circulation.

Labels

Topic
Climate analysis & attribution
Type
New model or method
Method
Classical ML (trees, GP, linear, kernels)
Time scale
2 weeks–2 months
Domain
Global
Data
ERA5 / reanalysis
Status
Research
Identifiers
DOI:10.1175/jcli-d-15-0654.1 OpenAlex:W2288320689
Added
2026-10-22

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