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Brian Groenke
Brian Groenke
Doctoral researcher at the Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research
在 awi.de 的电子邮件经过验证 - 首页
标题
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年份
ClimAlign: Unsupervised statistical downscaling of climate variables via normalizing flows
B Groenke, L Madaus, C Monteleoni
Proceedings of the 10th International Conference on Climate Informatics, 60-66, 2020
412020
The CryoGrid community model (version 1.0)–a multi-physics toolbox for climate-driven simulations in the terrestrial cryosphere, Geosci. Model Dev., 16, 2607–2647
S Westermann, T Ingeman-Nielsen, J Scheer, K Aalstad, J Aga, ...
gmd-16-2607-2023, 2023
26*2023
The evolution of Arctic permafrost over the last three centuries
M Langer, J Nitzbon, B Groenke, LM Assmann, T Schneider von Deimling, ...
EGUsphere, 1-27, 2022
72022
Investigating the thermal state of permafrost with Bayesian inverse modeling of heat transfer
B Groenke, M Langer, J Nitzbon, S Westermann, G Gallego, J Boike
The Cryosphere 17 (8), 3505-3533, 2023
32023
The evolution of Arctic permafrost over the last 3 centuries from ensemble simulations with the CryoGridLite permafrost model
M Langer, J Nitzbon, B Groenke, LM Assmann, T Schneider von Deimling, ...
The Cryosphere 18 (1), 363-385, 2024
22024
Rapid climate change drives soil temperature warming and permafrost thaw on Svalbard
I Grünberg, B Groenke, K Jentzsch, S Westermann, J Boike
22021
Investigating the thermal state of permafrost with Bayesian inverse modeling of heat transfer
B Groenke, M Langer, J Nitzbon, S Westermann, G Gallego, J Boike
EGUsphere 2022, 1-44, 2022
12022
Permafrost and active layer temperature and freeze/thaw timing reflect climatic trends at Bayelva, Svalbard
I Grünberg, B Groenke, S Westermann, J Boike
Journal of Geophysical Research: Earth Surface 129 (7), e2024JF007648, 2024
2024
Robust reconstruction of historical climate change from permafrost boreholes
B Groenke, M Langer, F Miesner, S Westermann, G Gallego, J Boike
Journal of Geophysical Research: Earth Surface 129 (7), e2024JF007734, 2024
2024
Differentiable Programming for Differential Equations: A Review
F Sapienza, J Bolibar, F Schäfer, B Groenke, A Pal, V Boussange, ...
arXiv preprint arXiv:2406.09699, 2024
2024
Simulation-based inference as a paradigm for scientific machine learning in the cryosphere and beyond
B Groenke, K Aalstad, N Pirk, S Westermann, J Zscheischler, G Gallego, ...
EGU24, 2024
2024
Arctic Land Expeditions in Permafrost Research. The MOMENT project: Expedition to the Arctic Station, Qeqertarsuaq, Disko Island and Ilulissat, West Greenland in 2022
J Boike, SM Stuenzi, J Gottuk, N Bornemann, B Groenke
Berichte zur Polar-und Meeresforschung= Reports on polar and marine research …, 2024
2024
Exploring physics-informed machine learning for accelerated simulation of permafrost processes
B Groenke, M Langer, G Gallego, J Boike
EGU General Assembly Conference Abstracts, EGU-10135, 2023
2023
Applications of physics-informed machine learning in accelerating dynamical models of permafrost processes
B Groenke, M Langer, G Gallego, J Boike
XXVIII General Assembly of the International Union of Geodesy and Geophysics …, 2023
2023
Arctic Permafrost: The consequences of thaw
J Boike, B Groenke, J Nitzbon, J Martin, M Langer
2022
An energy conserving method for simulating heat transfer in permafrost with hybrid modeling
B Groenke, F Miesner, M Langer, G Gallego, J Boike
2022
A probabilistic analysis of permafrost temperature trends with ensemble modeling of heat transfer
B Groenke, M Langer, G Gallego, J Boike
EGU General Assembly Conference Abstracts, EGU22-10509, 2022
2022
A model-driven approach to quantifying uncertainty in permafrost temperature trends
B Groenke, M Langer, G Gallego, J Boike
2021
Learning Soil Freeze Characteristic Curves with Universal Differential Equations
B Groenke, M Langer, G Gallego, J Boike
EGU General Assembly Conference Abstracts, EGU21-13409, 2021
2021
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