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ORCIDMiguel D. Mahecha
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2020 – today
- 2024
[j13]Maximilian Söchting
, Miguel D. Mahecha, David Montero, Gerik Scheuermann:
Lexcube: Interactive Visualization of Large Earth System Data Cubes. IEEE Computer Graphics and Applications 44(1): 25-37 (2024)- [c10]David Montero, Miguel D. Mahecha, Francesco Martinuzzi, César Aybar, Anne Klosterhalfen, Alexander Knohl, Franziska Koebsch, Jesús Anaya, Sebastian Wieneke:
Recurrent Neural Networks for Modelling Gross Primary Production. IGARSS 2024: 4214-4217 - [c9]David Montero, César Aybar, Chaonan Ji, Guido Kraemer, Maximilian Söchting, Khalil Teber, Miguel D. Mahecha:
On-Demand Earth System Data Cubes. IGARSS 2024: 7529-7532 - [i12]David Montero, Miguel D. Mahecha, Francesco Martinuzzi, César Aybar, Anne Klosterhalfen, Alexander Knohl, Franziska Koebsch, Jesús Anaya, Sebastian Wieneke:
Recurrent Neural Networks for Modelling Gross Primary Production. CoRR abs/2404.12745 (2024) - [i11]David Montero, César Aybar, Chaonan Ji, Guido Kraemer, Maximilian Söchting, Khalil Teber, Miguel D. Mahecha:
On-Demand Earth System Data Cubes. CoRR abs/2404.13105 (2024) - [i10]David Montero, Miguel D. Mahecha, César Aybar, Clemens Mosig, Sebastian Wieneke:
Facilitating Advanced Sentinel-2 Analysis Through a Simplified Computation of Nadir BRDF Adjusted Reflectance. CoRR abs/2404.15812 (2024) - [i9]Chaonan Ji, Tonio Fincke, Vitus Benson, Gustau Camps-Valls, Miguel-Ángel Fernández-Torres, Fabian Gans, Guido Kraemer, Francesco Martinuzzi, David Montero, Karin Mora, Oscar J. Pellicer-Valero, Claire Robin, Maximilian Söchting, Mélanie Weynants, Miguel D. Mahecha:
DeepExtremeCubes: Integrating Earth system spatio-temporal data for impact assessment of climate extremes. CoRR abs/2406.18179 (2024) - [i8]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 D. Mahecha, Oana-Iuliana Popescu, Oscar J. Pellicer-Valero, Said Ouala, Sancho Salcedo-Sanz, Sebastian Sippel, Spyros Kondylatos, Tamara Happé, Tristan Williams:
AI for Extreme Event Modeling and Understanding: Methodologies and Challenges. CoRR abs/2406.20080 (2024) - [i7]Leonard Schulz, Jürgen Vollmer, Miguel D. Mahecha, Karin Mora:
Nonlinear spectral analysis extracts harmonics from land-atmosphere fluxes. CoRR abs/2407.19237 (2024) - [i6]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, Miguel D. Mahecha:
Earth System Data Cubes: Avenues for advancing Earth system research. CoRR abs/2408.02348 (2024) - [i5]Oscar J. Pellicer-Valero, Miguel-Ángel Fernández-Torres, Chaonan Ji, Miguel D. Mahecha, Gustau Camps-Valls:
Explainable Earth Surface Forecasting under Extreme Events. CoRR abs/2410.01770 (2024) - 2022
- [j12]Francesco Martinuzzi, Chris Rackauckas, Anas Abdelrehim, Miguel D. Mahecha, Karin Mora:
ReservoirComputing.jl: An Efficient and Modular Library for Reservoir Computing Models. J. Mach. Learn. Res. 23: 288:1-288:8 (2022) - [j11]Daniel E. Pabon-Moreno, Mirco Migliavacca, Markus Reichstein, Miguel D. Mahecha:
On the Potential of Sentinel-2 for Estimating Gross Primary Production. IEEE Trans. Geosci. Remote. Sens. 60: 1-12 (2022) - [i4]Francesco Martinuzzi, Chris Rackauckas, Anas Abdelrehim, Miguel D. Mahecha, Karin Mora:
ReservoirComputing.jl: An Efficient and Modular Library for Reservoir Computing Models. CoRR abs/2204.05117 (2022) - 2020
- [j10]Kai Heckel, Marcel Urban, Patrick Schratz, Miguel D. Mahecha, Christiane Schmullius:
Predicting Forest Cover in Distinct Ecosystems: The Potential of Multi-Source Sentinel-1 and -2 Data Fusion. Remote. Sens. 12(2): 302 (2020) - [j9]Xuanlong Ma, Mirco Migliavacca, Christian Wirth, Friedrich J. Bohn, Andreas Huth, Ronny Richter, Miguel D. Mahecha:
Monitoring Plant Functional Diversity Using the Reflectance and Echo from Space. Remote. Sens. 12(8): 1248 (2020) - [c8]José E. Adsuara, Adrián Pérez-Suay, Álvaro Moreno-Martínez, Gustau Camps-Valls, Guido Kraemer, Markus Reichstein, Miguel D. Mahecha:
Discovering Differential Equations from Earth Observation Data. IGARSS 2020: 3999-4002 - [i3]Juan Emmanuel Johnson, Valero Laparra, Adrián Pérez-Suay, Miguel D. Mahecha, Gustau Camps-Valls:
Kernel Methods and their derivatives: Concept and perspectives for the Earth system sciences. CoRR abs/2007.14706 (2020)
2010 – 2019
- 2019
- [c7]Christian Requena-Mesa, Markus Reichstein, Miguel D. Mahecha, Basil Kraft, Joachim Denzler:
Predicting Landscapes from Environmental Conditions Using Generative Networks. GCPR 2019: 203-217 - [c6]Maha Shadaydeh, Joachim Denzler, Yanira Guanche Garcia, Miguel D. Mahecha:
Time-Frequency Causal Inference Uncovers Anomalous Events in Environmental Systems. GCPR 2019: 499-512 - [i2]Christian Requena-Mesa, Markus Reichstein, Miguel D. Mahecha, Basil Kraft, Joachim Denzler:
Predicting Landscapes from Environmental Conditions Using Generative Networks. CoRR abs/1909.10296 (2019) - 2018
- [j8]Felix Cremer, Mikhail Urbazaev, Christian Berger, Miguel D. Mahecha, Christiane Schmullius, Christian Thiel:
An Image Transform Based on Temporal Decomposition. IEEE Geosci. Remote. Sens. Lett. 15(4): 537-541 (2018) - [j7]Guido Kraemer, Markus Reichstein, Miguel D. Mahecha:
dimRed and coRanking - Unifying Dimensionality Reduction in R. R J. 10(1): 342 (2018) - [c5]Christian Requena-Mesa, Markus Reichstein, Miguel D. Mahecha, Basil Kraft, Joachim Denzler:
Predicting Landscapes as Seen from Space from Environmental Conditions. IGARSS 2018: 1768-1771 - [c4]Gaia Vaglio Laurin, Cristina Vittucci, Gianluca Tramontana, Paul Bodesheim, Paolo Ferrazzoli, Leila Guerriero, Martin Jung, Miguel D. Mahecha, Dario Papale:
SMOS Vegetation Optical Depth and Ecosystem Functional Properties: Exploring Their Relationships in Tropical Forests. IGARSS 2018: 5891-5894 - [c3]Markus Reichstein, Simon Besnard, Nuno Carvalhais, Fabian Gans, Martin Jung, Basil Kraft, Miguel D. Mahecha:
Modelling Landsurface Time-Series with Recurrent Neural Nets. IGARSS 2018: 7640-7643 - 2016
- [i1]Erik Rodner, Björn Barz, Yanira Guanche, Milan Flach, Miguel D. Mahecha, Paul Bodesheim, Markus Reichstein, Joachim Denzler:
Maximally Divergent Intervals for Anomaly Detection. CoRR abs/1610.06761 (2016) - 2015
- [j6]Talie Musavi, Miguel D. Mahecha, Mirco Migliavacca, Markus Reichstein, Martine Janet van de Weg, Peter M. van Bodegom, Michael Bahn, Christian Wirth, Peter B. Reich, Franziska Schrodt, Jens Kattge:
The imprint of plants on ecosystem functioning: A data-driven approach. Int. J. Appl. Earth Obs. Geoinformation 43: 119-131 (2015) - [c2]Gustau Camps-Valls, Martin Jung, Kazuhito Ichii, Dario Papale, Gianluca Tramontana, Paul Bodesheim, Christopher R. Schwalm, Jakob Zscheischler, Miguel D. Mahecha, Markus Reichstein:
Ranking drivers of global carbon and energy fluxes over land. IGARSS 2015: 4416-4419 - 2013
- [j5]Jakob Zscheischler, Miguel D. Mahecha, Stefan Harmeling, Markus Reichstein:
Detection and attribution of large spatiotemporal extreme events in Earth observation data. Ecol. Informatics 15: 66-73 (2013) - [j4]Matthias Forkel, Nuno Carvalhais, Jan Verbesselt, Miguel D. Mahecha, Christopher S. R. Neigh, Markus Reichstein:
Trend Change Detection in NDVI Time Series: Effects of Inter-Annual Variability and Methodology. Remote. Sens. 5(5): 2113-2144 (2013) - 2012
- [j3]Laurens van der Maaten, Sebastian Schmidtlein, Miguel D. Mahecha:
Analyzing floristic inventories with multiple maps. Ecol. Informatics 9: 1-10 (2012) - [c1]Jakob Zscheischler, Miguel D. Mahecha, Stefan Harmeling:
Climate Classifications: the Value of Unsupervised Clustering. ICCS 2012: 897-906 - 2010
- [j2]Miguel D. Mahecha, Lina M. Fürst, Nadine Gobron, Holger Lange:
Identifying multiple spatiotemporal patterns: A refined view on terrestrial photosynthetic activity. Pattern Recognit. Lett. 31(14): 2309-2317 (2010)
2000 – 2009
- 2007
- [j1]Miguel D. Mahecha, Alfredo Martínez, Gunnar Lischeid, Erwin Beck:
Nonlinear dimensionality reduction: Alternative ordination approaches for extracting and visualizing biodiversity patterns in tropical montane forest vegetation data. Ecol. Informatics 2(2): 138-149 (2007)
Coauthor Index
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