Maike Sonnewald

12 papers Journal 12
YearRankTypeTitle / Venue / Authors
2025 J jnl
Taking the Garbage Out of Data-Driven Prediction Across Climate Timescales.
CoRR
Jason C. Furtado, Maria J. Molina, Marybeth C. Arcodia, Weston Anderson, Tom Beucler, John A. Callahan, Laura M. Ciasto, Vittorio A. Gensini, Michelle L'Heureux, Kathleen Pegion, Jhayron S. Perez-Carrasquilla, Maike Sonnewald, Ken Takahashi, Baoqiang Xiang, Brian G. Zimmerman
2025 J jnl
Unveiling 3D Ocean Biogeochemical Provinces: A Machine Learning Approach for Systematic Clustering and Validation.
CoRR
Yvonne Jenniges, Maike Sonnewald, Sebastian Maneth, Are Olsen, Boris P. Koch
2025 J jnl
Unveiling 3D ocean biogeochemical provinces in the North Atlantic: A systematic comparison and validation of clustering methods.
Ecol. Informatics
Yvonne Jenniges, Maike Sonnewald, Sebastian Maneth, Are Olsen, Boris P. Koch
2024 J jnl
A Moonshot for AI Oracles in the Sciences.
CoRR
Bryan E. Kaiser, Tailin Wu, Maike Sonnewald, Colin Thackray, Skylar Callis
2024 J jnl
Building Understandable Messaging for Policy and Evidence Review (BUMPER) with AI.
CoRR
Katherine A. Rosenfeld, Maike Sonnewald, Sonia J. Jindal, Kevin A. McCarthy, Joshua L. Proctor
2024 J jnl
The Importance of Architecture Choice in Deep Learning for Climate Applications.
CoRR
Simon Dräger, Maike Sonnewald
2023 J jnl
Southern Ocean Dynamics Under Climate Change: New Knowledge Through Physics-Guided Machine Learning.
CoRR
William Yik, Maike Sonnewald, Mariana C. A. Clare, Redouane Lguensat
2022 J jnl
Automated identification of dominant physical processes.
Eng. Appl. Artif. Intell.
Bryan E. Kaiser, Juan A. Saenz, Maike Sonnewald, Daniel Livescu
2022 J jnl
Explainable Artificial Intelligence for Bayesian Neural Networks: Towards trustworthy predictions of ocean dynamics.
CoRR
Mariana C. A. Clare, Maike Sonnewald, Redouane Lguensat, Julie Deshayes, Venkatramani Balaji
2021 J jnl
Objective discovery of dominant dynamical processes with intelligible machine learning.
CoRR
Bryan E. Kaiser, Juan A. Saenz, Maike Sonnewald, Daniel Livescu
2021 J jnl
Towards neural Earth system modelling by integrating artificial intelligence in Earth system science.
Nat. Mach. Intell.
Christopher Irrgang, Niklas Boers, Maike Sonnewald, Elizabeth A. Barnes, Christopher Kadow, Joanna Staneva, Jan Saynisch-Wagner
2021 J jnl
Will Artificial Intelligence supersede Earth System and Climate Models?
CoRR
Christopher Irrgang, Niklas Boers, Maike Sonnewald, Elizabeth A. Barnes, Christopher Kadow, Joanna Staneva, Jan Saynisch-Wagner