Brian Groenke - Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research

基本信息

Career Trajectory

Bio

I am broadly interested in scientific machine learning and generative modeling. In the past, I worked on deep generative methods for statistical downscaling (MS thesis). I currently work on the applications of ML-augmented differential equations in dynamical permafrost (land surface) models.

Research Interests

Papers共 14 篇Author StatisticsCo-AuthorSimilar Experts

By YearBy Citation主题筛选期刊级别筛选合作者筛选合作机构筛选

Differentiable Programming for Differential Equations: A Review

Facundo Sapienza,Jordi Bolibar,Frank Schäfer,Brian Groenke,Avik Pal,Victor Boussange, Patrick Heimbach, Giles Hooker,Fernando Pérez, Per-Olof Persson,Christopher Rackauckas

CoRR (2024)

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The Evolution of Arctic Permafrost over the Last 3 Centuries from Ensemble Simulations with the CryoGridLite Permafrost Model

Moritz Langer,Jan Nitzbon,Brian Groenke, Lisa-Marie Assmann,Thomas Schneider von Deimling,Simone Maria Stuenzi,Sebastian Westermann

CRYOSPHEREno. 1 (2024): 363-385

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Robust Reconstruction of Historical Climate Change from Permafrost Boreholes

Brian Groenke,Moritz Langer,Frederieke Miesner,Sebastian Westermann,Guillermo Gallego,Julia Boike

JOURNAL OF GEOPHYSICAL RESEARCH-EARTH SURFACEno. 7 (2024)

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Simulation-based inference as a paradigm for scientific machine learning in the cryosphere and beyond

Brian Groenke,Kristoffer Aalstad,Norbert Pirk,Sebastian Westermann, Jakob Zscheischler,Guillermo Gallego,Julia Boike

crossref（2024）

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Investigating the thermal state of permafrost with Bayesian inverse modeling of heat transfer

Brian Groenke,Moritz Langer,Jan Nitzbon,Sebastian Westermann,Guillermo Gallego,Julia Boike

CRYOSPHERE（2023）

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Exploring physics-informed machine learning for accelerated simulation of permafrost processes

Brian Groenke,Moritz Langer,Guillermo Gallego,Julia Boike

crossref（2023）

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The evolution of Arctic permafrost over the last three centuries

Moritz Langer,Jan Nitzbon,Brian Groenke, Lisa-Marie Assmann,Thomas Schneider von Deimling,Simone Maria Stuenzi,Sebastian Westermann

crossref（2022）

Cited0Views0Bibtex

A probabilistic analysis of permafrost temperature trends with ensemble modeling of heat transfer

Brian Groenke,Moritz Langer,Guillermo Gallego,Julia Boike

crossref（2022）

Cited0Views0Bibtex

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