Search Results for author: Bedartha Goswami

Found 4 papers, 2 papers with code

Contributions of El Niño Southern Oscillation (ENSO) Diversity to Low-Frequency Changes in ENSO Variance

1 code implementation21 Jul 2023 Jakob Schlör, Felix Strnad, Antonietta Capotondi, Bedartha Goswami

El Ni\~no Southern Oscillation (ENSO) diversity is characterized based on the longitudinal location of maximum sea surface temperature anomalies (SSTA) and amplitude in the tropical Pacific, as Central Pacific (CP) events are typically weaker than Eastern Pacific (EP) events.

Inductive biases in deep learning models for weather prediction

no code implementations6 Apr 2023 Jannik Thuemmel, Matthias Karlbauer, Sebastian Otte, Christiane Zarfl, Georg Martius, Nicole Ludwig, Thomas Scholten, Ulrich Friedrich, Volker Wulfmeyer, Bedartha Goswami, Martin V. Butz

Deep learning has gained immense popularity in the Earth sciences as it enables us to formulate purely data-driven models of complex Earth system processes.

Self-Supervised Learning

Pitfalls of Climate Network Construction: A Statistical Perspective

1 code implementation5 Nov 2022 Moritz Haas, Bedartha Goswami, Ulrike Von Luxburg

Network-based analyses of dynamical systems have become increasingly popular in climate science.

Teleconnection patterns of different El Niño types revealed by climate network curvature

no code implementations7 Mar 2022 Felix M. Strnad, Jakob Schlör, Christian Fröhlich, Bedartha Goswami

The diversity of El Ni\~no events is commonly described by two distinct flavors, the Eastern Pacific (EP) and Central Pacific (CP) types.

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