Search Results for author: Felix M. Strnad

Found 3 papers, 1 papers with code

Physically Constrained Generative Adversarial Networks for Improving Precipitation Fields from Earth System Models

no code implementations25 Aug 2022 Philipp Hess, Markus Drüke, Stefan Petri, Felix M. Strnad, Niklas Boers

Our method outperforms existing ones in correcting local distributions, and leads to strongly improved spatial patterns especially regarding the intermittency of daily precipitation.

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.

Deep reinforcement learning in World-Earth system models to discover sustainable management strategies

1 code implementation15 Aug 2019 Felix M. Strnad, Wolfram Barfuss, Jonathan F. Donges, Jobst Heitzig

Increasingly complex, non-linear World-Earth system models are used for describing the dynamics of the biophysical Earth system and the socio-economic and socio-cultural World of human societies and their interactions.

Management reinforcement-learning +1

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