Publications

Carlotta Ficorella, Hannah Marie Eichholz, Federico Sala, Rebeca Martínez Vázquez, Roberto Osellame, und Josef A Käs. Intermediate filaments ensure resiliency of single carcinoma cells, while active contractility of the actin cortex determines their invasive potential. New Journal of Physics, (23)8:083028, IOP Publishing, 2021. [PUMA: imported topic_earthenvironment]

HM Scholz-Marggraf, S Fritzsche, VG Serbo, A Afanasev, und A Surzhykov. Absorption of twisted light by hydrogenlike atoms. Physical Review A, (90)1:013425, American Physical Society, 2014. [PUMA: imported topic_earthenvironment]

Jonathan Wider, Jakob Kruse, Nils Weitzel, Janica C Bühler, Ullrich Köthe, und Kira Rehfeld. Towards learned emulation of interannual water isotopologue variations in General Circulation Models. Environmental Data Science, (2):e35, Cambridge University Press, 2023. [PUMA: imported topic_earthenvironment]

Kira Rehfeld, Jonathan Wider, Nadine Theisen, Martin Werner, Ullrich Köthe, und Nils Weitzel. The potential of machine learning for modeling spatio-temporal properties of water isotopologue distributions in precipitation. EGU General Assembly Conference Abstracts, EGU21-2979, 2021. [PUMA: imported topic_earthenvironment]

Olivier C Pasche, Jonathan Wider, Zhongwei Zhang, Jakob Zscheischler, und Sebastian Engelke. Validating Deep-Learning Weather Forecast Models on Recent High-Impact Extreme Events. arXiv preprint arXiv:2404.17652, 2024. [PUMA: imported topic_earthenvironment]

Chris Rackauckas, Maja Gwozdz, Anand Jain, Yingbo Ma, Francesco Martinuzzi, Utkarsh Rajput, Elliot Saba, Viral B Shah, Ranjan Anantharaman, Alan Edelman, Shashi Gowda, Avik Pal, und Chris Laughman. Composing modeling and simulation with machine learning in Julia. 1-17, IEEE, 2022. [PUMA: imported topic_earthenvironment]

Tom Eivind Glover, Ruben Jahren, Francesco Martinuzzi, Pedro Gonçalves Lind, und Stefano Nichele. A Sensitivity Analysis of Cellular Automata and Heterogeneous Topology Networks: Partially-Local Cellular Automata and Homogeneous Homogeneous Random Boolean Networks. arXiv e-prints, arXiv: 2407.18017, 2024. [PUMA: imported topic_earthenvironment]

Francesco Martinuzzi, Miguel D Mahecha, David Montero, Lazaro Alonso, und Karin Mora. SpectralIndices. jl: Streamlining spectral indices access and computation for Earth system research. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, (48):89-95, Copernicus GmbH, 2024. [PUMA: imported topic_earthenvironment]

Francesco Martinuzzi, Miguel D Mahecha, Gustau Camps-Valls, David Montero, Tristan Williams, und Karin Mora. Learning extreme vegetation response to climate drivers with recurrent neural networks. Nonlinear Processes in Geophysics, (31)4:535-557, Copernicus Publications, 2024. [PUMA: imported topic_earthenvironment]

David Montero, Miguel D Mahecha, Francesco Martinuzzi, César Aybar, Anne Klosterhalfen, Alexander Knohl, Franziska Koebsch, Jesús Anaya, und Sebastian Wieneke. Recurrent Neural Networks for Modelling Gross Primary Production. 4214-4217, IEEE, 2024. [PUMA: imported topic_earthenvironment]

Ranjan Anantharaman, Anas Abdelrehim, Francesco Martinuzzi, Sharan Yalburgi, Elliot Saba, Keno Fischer, Glen Hertz, Pepijn de Vos, Chris Laughman, Yingbo Ma, Viral Shah, Alan Edelman, und Chris Rackauckas. Composable and reusable neural surrogates to predict system response of causal model components. 2021. [PUMA: imported topic_earthenvironment]

Gustau Camps-Valls, Miguel-Ángel Fernández-Torres, Kai-Hendrik Cohrs, Adrian Höhl, Andrea Castelletti, Aytac Pacal, Claire Robin, Francesco Martinuzzi, Ioannis Papoutsis, Ioannis Prapas, Jorge Pérez-Aracil, Katja Weigel, Maria Gonzalez-Calabuig, Markus Reichstein, Martin Rabel, Matteo Giuliani, Miguel Mahecha, Oana-Iuliana Popescu, Oscar J Pellicer-Valero, Said Ouala, Sancho Salcedo-Sanz, Sebastian Sippel, Spyros Kondylatos, Tamara Happé, und Tristan Williams. AI for Extreme Event Modeling and Understanding: Methodologies and Challenges. 2024. [PUMA: imported topic_earthenvironment]

Francesco Martinuzzi, Miguel D Mahecha, Gustau Camps-Valls, David Montero, Tristan Williams, und Karin Mora. Impact Predictability: Exploring Extremes in Biosphere Dynamics with Recurrent Neural Networks. EGU24-9569Copernicus Meetings, 2024. [PUMA: imported topic_earthenvironment]

D Montero, G Kraemer, A Anghelea, CA Camacho, G Brandt, G Camps-Valls, F Cremer, I Flik, F Gans, S Habershon, C Ji, T Kattenborn, L Martínez-Ferrer, F Martinuzzi, M Reinhardt, M Söchting, K Teber, und M Mahecha. Data cubes for earth system research: Challenges ahead. EarthArXiv (California Digital Library), 2023. [PUMA: imported topic_earthenvironment]

David Montero, César Aybar, Miguel D Mahecha, Francesco Martinuzzi, Maximilian Söchting, und Sebastian Wieneke. A standardized catalogue of spectral indices to advance the use of remote sensing in Earth system research. Scientific Data, (10)1:1-20, Nature Publishing Group, 2023. [PUMA: imported topic_earthenvironment]

David Montero, Miguel D Mahecha, Francesco Martinuzzi, César Aybar, Anne Klosterhalfen, Alexander Knohl, Franziska Koebsch, Jesús Anaya, und Sebastian Wieneke. Estimating Gross Primary Production via Recurrent Neural Networks: A comparative analysis. EGU24-6773Copernicus Meetings, 2024. [PUMA: imported topic_earthenvironment]

Francesco Martinuzzi, Chris Rackauckas, Anas Abdelrehim, Miguel D Mahecha, und Karin Mora. ReservoirComputing. jl: An efficient and modular library for reservoir computing models. Journal of Machine Learning Research, (23)288:1-8, 2022. [PUMA: imported topic_earthenvironment]

Tristan Williams, Francesco Martinuzzi, Gustau Camps-Valls, und Miguel D Mahecha. Evaluating Forest Resilience in Europe with Deep Learning Persistence Analysis. EGU24-20805Copernicus Meetings, 2024. [PUMA: imported topic_earthenvironment]

Tom Eivind Glover, Ruben Jahren, Francesco Martinuzzi, Pedro Gonçalves Lind, und Stefano Nichele. A sensitivity analysis of cellular automata and heterogeneous topology networks: partially-local cellular automata and homogeneous homogeneous random boolean networks. International Journal of Parallel, Emergent and Distributed Systems, 1-41, Taylor & Francis, 2024. [PUMA: imported topic_earthenvironment]

David Montero, Guido Kraemer, Anca Anghelea, César Aybar, Gunnar Brandt, Gustau Camps-Valls, Felix Cremer, Ida Flik, Fabian Gans, Sarah Habershon, Chaonan Ji, Teja Kattenborn, Laura Martínez-Ferrer, Francesco Martinuzzi, Martin Reinhardt, Maximilian Söchting, Khalil Teber, und Miguel D Mahecha. Earth System Data Cubes: Avenues for advancing Earth system research. arXiv preprint arXiv:2408.02348, 2024. [PUMA: imported topic_earthenvironment]

Chaonan Ji, Tonio Fincke, Vitus Benson, Gustau Camps-Valls, Miguel-Angel Fernandez-Torres, Fabian Gans, Guido Kraemer, Francesco Martinuzzi, David Montero, Karin Mora, Oscar J Pellicer-Valero, Claire Robin, Maximilian Soechting, Melanie Weynants, und Miguel D Mahecha. DeepExtremeCubes: Integrating Earth system spatio-temporal data for impact assessment of climate extremes. arXiv preprint arXiv:2406.18179, 2024. [PUMA: imported topic_earthenvironment]

Melanie Brandmeier, und Eya Cherif. Taking the pulse of the Amazon rainforest by fusing multitemporal Sentinel 1 and 2 data for advanced deep-learning. EGU General Assembly Conference Abstracts, EGU21-3749, 2021. [PUMA: imported topic_earthenvironment]

Eya Cherif, Hannes Feilhauer, Katja Berger, Michael Ewald, Tobias B Hank, Kyle R Kovach, Philip A Townsend, Zhihui Wang, und Teja Kattenborn. From spectra to functional plant traits: Transferable multi-trait models from heterogeneous and sparse data. EGU General Assembly Conference Abstracts, EGU-10901, 2023. [PUMA: imported topic_earthenvironment]

Eya Cherif, Maximilian Hell, und Melanie Brandmeier. DeepForest: Novel deep learning models for land use and land cover classification using multi-temporal and-modal sentinel data of the amazon basin. Remote Sensing, (14)19:5000, MDPI, 2022. [PUMA: imported topic_earthenvironment]

Melanie Brandmeier, Maximilian Hell, Eya Cherif, und Andreas Nüchter. Synergetic use of Sentinel-1 and Sentinel-2 data for large-scale Land Use/Land Cover Mapping. EGU General Assembly Conference Abstracts, EGU22-4300, 2022. [PUMA: imported topic_earthenvironment]

Eya Cherif, Hannes Feilhauer, Katja Berger, Phuong D Dao, Michael Ewald, Tobias B Hank, Yuhong He, Kyle R Kovach, Bing Lu, Philip A Townsend, und Teja Kattenborn. From spectra to plant functional traits: Transferable multi-trait models from heterogeneous and sparse data. Remote Sensing of Environment, (292):113580, Elsevier, 2023. [PUMA: imported topic_earthenvironment]

Clemens Mosig, Randy Bush, Cristel Pelsser, Thomas C Schmidt, und Matthias Wählisch. Revisiting Recommended BGP Route Flap Damping Configurations. (5):22, 2021. [PUMA: imported topic_earthenvironment]

Teja Kattenborn, Clemens Mosig, Kc Pratima, Julian Frey, Oscar Perez-Priego, Felix Schiefer, Yan Cheng, Alastair Potts, Janusch Jehle, Mirko Mälicke, und Miguel Mahecha. deadtrees.earth - an open, dynamic database for accessing, contributing, analyzing, and visualizing remote sensing-based tree mortality data. EGU24-155022024. [PUMA: imported topic_earthenvironment]

Yan Cheng, Stefan Oehmcke, Clemens Mosig, Beloiu Mirela, Teja Kattenborn, Christin Abel, Dimitri Gominski, Thomas Nord-Larsen, Rasmus Fensholt, und Stephanie Horion. High-resolution mapping of tree mortality in European forests. EGU24-20213Copernicus Meetings, 2024. [PUMA: imported topic_earthenvironment]

Jakobus Möhring, Clemens Mosig, Yan Cheng, Miguel Mahecha, Oscar Perez Priego, Mirela Beloiu, Michele Volpi, Stéphanie Horion, Hooman Latifi, Elham Shafeian, Fabian Fassnacht, David Montero, Katarzyna Zielewska-Büttner, Etienne Laliberté, Myriam Cloutier, Marie-Therese Schmehl, Annett Frick, Helene Müller-Landau, KC Cushman, Joseph Hupy, Qin Ma, Yanjun Su, Pratima Khatri-Chhetri, Stefan Kruse, Julian Frey, Felix Schiefer, Samuli Junttila, Alastair Potts, Andreas Uhl, Christian Rossi, und Teja Kattenborn. Delineating Standing Deadwood in High-Resolution RGB Drone Imagery. EGU24-190252024. [PUMA: imported topic_earthenvironment]

Martin Reinhardt, Karin Mora, Gunnar Brandt, Tejas Morbagal Harish, David Montero, Chaonan Ji, Teja Kattenborn, Francesco Martinuzzi, Clemens Mosig, und Miguel D Mahecha. DeepFeatures: Remote sensing beyond spectral indices. EGU General Assembly Conference Abstracts, 18852, 2024. [PUMA: imported topic_earthenvironment]

Clemens Mosig, Janusch Vajna-Jehle, Miguel D Mahecha, Yan Cheng, Henrik Hartmann, David Montero, Samuli Junttila, Stephanie Horion, Mirela Beloiu Schwenke, Stephen Adu-Bredu, Djamil Al-Halbouni, Matthew Allen, Jan Altman, Claudia Angiolini, Rasmus Astrup, Caterina Barrasso, Harm Bartholomeus, Benjamin Brede, Allan Buras, Erik Carrieri, Gherardo Chirici, Myriam Cloutier, KC Cushman, James W Dalling, Jan Dempewolf, Martin Denter, Simon Ecke, Jana Eichel, Anette Eltner, Maximilian Fabi, Fabian Fassnacht, Matheus Pinheiro Feirreira, Julian Frey, Annett Frick, Selina Ganz, Matteo Garbarino, Milton Garcia, Matthias Gassilloud, Marziye Ghasemi, Francesca Giannetti, Roy Gonzalez, Carl Gosper, Konrad Greinwald, Stuart Grieve, Jesus Aguirre Gutierrez, Anna Goeritz, Peter Hajek, David Hedding, Jan Hempel, Melvin Hernandez, Marco Heurich, Eija Honkavaara, Tommaso Jucker, Jesse M Kalwij, Pratima Khatri-Chhetri, Hans-Joachim Klemmt, Niko Koivumaeki, Kirill Korznikov, Stefan Kruse, Robert Krueger, Etienne Laliberte, Liam Langan, Hooman Latifi, Jan Lehmann, Linyuan Li, Emily Lines, Javier Lopatin, Arko Lucieer, Marvin Ludwig, Antonia Ludwig, Paeivi Lyytikaeinen-Saarenmaa, Qin Ma, Giovanni Marino, Michael Maroschek, Fabio Meloni, Annette Menzel, Hanna Meyer, Mojdeh Miraki, Daniel Moreno-Fernandez, Helene C Muller-Landau, Mirko Maelicke, Jakobus Moehring, Jana Muellerova, Paul Neumeier, Roope Naesi, Lars Oppgenoorth, Melanie Palmer, Thomas Paul, Alastair Potts, Suzanne Prober, Stefano Puliti, Oscar Perez-Priego, Chris Reudenbach, Christian Rossi, Nadine Katrin Ruehr, Paloma Ruiz-Benito, Christian Mestre Runge, Michael Scherer-Lorenzen, Felix Schiefer, Jacob Schladebach, Marie-Therese Schmehl, Selina Schwarz, Rupert Seidl, Elham Shafeian, Leopoldo de Simone, Hormoz Sohrabi, Laura Sotomayor, Ben Sparrow, Benjamin SC Steer, Matt Stenson, Benjamin Stoeckigt, Yanjun Su, Juha Suomalainen, Michele Torresani, Josefine Umlauft, Nicolas Vargas-Ramirez, Michele Volpi, Vicente Vasquez, Ben Weinstein, Tagle Casapia Ximena, Katherine Zdunic, Katarzyna Zielewska-Buettner, Raquel Alves de Oliveira, Liz van Wagtendonk, Vincent von Dosky, und Teja Kattenborn. deadtrees. earth-An Open-Access and Interactive Database for Centimeter-Scale Aerial Imagery to Uncover Global Tree Mortality Dynamics. bioRxiv, 2024.10. 18.619094, Cold Spring Harbor Laboratory, 2024. [PUMA: imported topic_earthenvironment]

Caitlin Gray, Clemens Mosig, Randy Bush, Cristel Pelsser, Matthew Roughan, Thomas C Schmidt, und Matthias Wahlisch. BGP Beacons, Network Tomography, and Bayesian Computation to Locate Route Flap Damping. 492-505, 2020. [PUMA: imported topic_earthenvironment]

Clemens Mosig, Miguel Mahecha, David Montero, Yan Cheng, Oscar Perez Priego, Mirela Beloiu, Michele Volpi, Stéphanie Horion, Hooman Latifi, Elham Shafeian, Fabian Fassnacht, Selina Ganz, Katarzyna Zielewska-Büttner, Etienne Laliberté, Myriam Cloutier, Marie-Therese Schmehl, Annett Frick, Helene Müller-Landau, KC Cushman, Joseph Hupy, Qin Ma, Yanjun Su, Pratima Khatri-Chhetri, Stefan Kruse, Julian Frey, Felix Schiefer, Samuli Junttila, Alastair Potts, Andreas Uhl, Christian Rossi, und Tej Kattenborn. Mapping Tree Mortality at Global Scale Using Sentinel-2. EGU24-182302024. [PUMA: imported topic_earthenvironment]

David Montero, Miguel D Mahecha, César Aybar, Clemens Mosig, and Sebastian Wieneke. Facilitating advanced Sentinel-2 analysis through a simplified computation of Nadir BRDF Adjusted Reflectance. arXiv preprint arXiv:2404.15812, 2024. [PUMA: imported topic_earthenvironment]

Nico Eisenhauer, Karin Frank, Alexandra Weigelt, Bartosz Bartkowski, Rémy Beugnon, Katja Liebal, Miguel Mahecha, Martin Quaas, Djamil Al-Halbouni, Ana Bastos, and others. A belowground perspective on the nexus between biodiversity change, climate change, and human well-being. Journal of Sustainable Agriculture and Environment, (3)2:e212108, 2024. [PUMA: imported topic_earthenvironment]

Jana Roth, Karin Mora, Djamil Al-Halbouni, Ronny Richter, Teja Kattenborn, Sebastian Johannes Wieneke, Ana Bastos, Alexandra Weigelt, Christian Wirth, and Josefine Umlauft. How trees sway and what it tells us about their overall vitality. 2024. [PUMA: imported topic_earthenvironment]

Julia Peters, Anja Neumann, Marco Jaeger, Lukas Gienapp, and Josefine Umlauft. ml4xcube: Machine Learning Toolkits for Earth System Data Cubes. EarthArXiv, 2024. [PUMA: imported topic_earthenvironment]

Hans von Suchodoletz, Christoph Zielhofer, Silvan Hoth, Josefine Umlauft, Birgit Schneider, Christian Zeeden, Lasha Sukhishvili, and Dominik Faust. North Atlantic influence on Holocene flooding in the southern Greater Caucasus. The Holocene, (28)4:609--620, SAGE Publications Sage UK: London, England, 2018. [PUMA: imported topic_earthenvironment]

Robert Bussert, Horst Kämpf, Christina Flechsig, Katja Hesse, Tobias Nickschick, Qi Liu, Josefine Umlauft, Tomás Vylita, Dirk Wagner, Thomas Wonik, and others. Drilling into an active mofette: pilot-hole study of the impact of CO 2-rich mantle-derived fluids on the geo--bio interaction in the western Eger Rift (Czech Republic). Scientific Drilling, (23):13--27, Copernicus Publications Göttingen, Germany, 2017. [PUMA: imported topic_earthenvironment]

J Umlauft, and M Korn. 3-D fluid channel location from noise tremors using matched field processing. Geophysical Journal International, (219)3:1550--1561, Oxford University Press, 2019. [PUMA: imported topic_earthenvironment]

Josefine Umlauft, Philippe Roux, Albanne Lecointre, Florent Gimbert, Ugo Nanni, Andrea Walpersdorf, Bertrand Rouet-LeDuc, Claudia Hulbert, Daniel Trugman, and Paul Johnson. Mapping Glacier Basal Sliding with Beamforming and Artificial Intelligence. EGU General Assembly Conference Abstracts, EGU22--6948, 2022. [PUMA: imported topic_earthenvironment]

Johanna Zitt, Patrick Paitz, Fabian Walter, and Josefine Umlauft. Self-Supervised Coherence-Based Denoising on Cryoseismological Distributed Acoustic Sensing Data. Authorea Preprints, Authorea, 2024. [PUMA: imported topic_earthenvironment]

Johanna Zitt, Patrick Paitz, Fabian Walter, and Josefine Umlauft. Uncovering Stick-Slip Events: Denoising Cryoseismological Distributed Acoustic Sensing Data with an Autoencoder. 2024. [PUMA: imported topic_earthenvironment]

Josefine Umlauft, Christopher W Johnson, Philippe Roux, Daniel Taylor Trugman, Albanne Lecointre, Andrea Walpersdorf, Ugo Nanni, Florent Gimbert, Bertrand Rouet-Leduc, Claudia Hulbert, and others. Mapping glacier basal sliding with machine learning. EarthArXiv, 2023. [PUMA: imported topic_earthenvironment]

Josefine Umlauft, Christopher W Johnson, Philippe Roux, Daniel Taylor Trugman, Albanne Lecointre, Andrea Walpersdorf, Ugo Nanni, Florent Gimbert, Bertrand Rouet-Leduc, Claudia Hulbert, and others. Mapping glacier basal sliding applying machine learning. Journal of Geophysical Research: Earth Surface, (128)11:e2023JF007280, 2023. [PUMA: imported topic_earthenvironment]

Hans von Suchodoletz, Andreas Gärtner, Silvan Hoth, Josefine Umlauft, Lasha Sukhishvili, and Dominik Faust. Late Pleistocene river migrations in response to thrust belt advance and sediment-flux steering—The Kura River (southern Caucasus). Geomorphology, (266):53--65, Elsevier, 2016. [PUMA: imported topic_earthenvironment]

Gunnar Brandt, Alicja Balfanz, Norman Fomferra, Tejas Morbagal Harish, Miguel Mahecha, Guido Kraemer, David Montero, Stephan Meißl, Stefan Achtsnit, Josefine Umlauft, and others. DeepESDL-an open platform for research and collaboration in Earth Sciences. EGU General Assembly Conference Abstracts, EGU--15225, 2023. [PUMA: imported topic_earthenvironment]

Josefine Umlauft, Fabian Lindner, Philippe Roux, Thomas D Mikesell, Matthew M Haney, Michael Korn, and Fabian T Walter. Stick-slip tremor beneath an alpine glacier. Geophysical Research Letters, (48)2:e2020GL090528, Wiley Online Library, 2021. [PUMA: imported topic_earthenvironment]

Hortencia Flores Estrella, Josefine Umlauft, Andreas Schmidt, and Michael Korn. Locating mofettes using seismic noise records from small dense arrays and matched field processing analysis in the NW Bohemia/Vogtland Region, Czech Republic. Near Surface Geophysics, (14)4:327--335, European Association of Geoscientists & Engineers, 2016. [PUMA: imported topic_earthenvironment]

Clemens Mosig, Janusch Vajna-Jehle, Miguel D Mahecha, Yan Cheng, Henrik Hartmann, David Montero, Samuli Junttila, Stephanie Horion, Mirela Beloiu Schwenke, Stephen Adu-Bredu, and others. deadtrees. earth-An Open-Access and Interactive Database for Centimeter-Scale Aerial Imagery to Uncover Global Tree Mortality Dynamics. bioRxiv, 2024--10, Cold Spring Harbor Laboratory, 2024. [PUMA: imported topic_earthenvironment]

Johanna Zitt, Patrick Paitz, Fabian Walter, and Josefine Umlauft. Denoising cryoseismological distributed acoustic sensing data using a deep neural network. EGU General Assembly Conference Abstracts, EGU--13269, 2023. [PUMA: imported topic_earthenvironment]

Hannah Marie Eichholz, Jan Kretzschmar, Duncan Watson-Parris, Josefine Umlauft, and Johannes Quaas. Towards machine-learning calibration of cloud parameters in the kilometre-resolution ICON atmosphere model. EGU General Assembly Conference Abstracts, EGU--5003, 2023. [PUMA: imported topic_earthenvironment]

Zongbo Xu, T Dylan Mikesell, Josefine Umlauft, and Gabriel Gribler. Rayleigh-wave multicomponent crosscorrelation-based source strength distribution inversions. Part 2: a workflow for field seismic data. Geophysical Journal International, (222)3:2084--2101, Oxford University Press, 2020. [PUMA: imported topic_earthenvironment]

Hannah Marie Eichholz, Jan Kretzschmar, Josefine Umlauft, and Johannes Quaas. Optimizing Kilometer-Scale Climate Modeling: Refining Cloud Microphysics Using Machine Learning and Satellite Correlation. 2024. [PUMA: imported topic_earthenvironment]