MM
Miguel Mahecha
Ecosystemcs.LGClimate Changecs.CVClimatePlantsCarbon Cyclecs.DBphysics.geo-phcs.AI
On Valency
published · living versionsW_xbcpb9k9·v1 · currentpublished
3Dtrees.earth: community research infrastructure for tree and forest analysis using close-range LiDAR data
with Janusch Vajna-Jehle, Kilian Gerberding, Daniel Lusk, Teja Kattenborn +273
1 version
Preprints & journals
66 papers in the corpus · 2010–2026AerialStamp: dating aerial orthophotos from visual cues and Sentinel-2 time seriesx5sz4q · Clemens Mosig, David Montero Loaiza, Miguel Mahecha et al.2026 · 0 citationsEarthArXiv
Inequality in human development amplifies climate-related disaster risk.42310318 · Teber, Khalil, Sippel, Sebastian, Krause, Melanie et al.2026 · 5 citationsNature communications. 2026;17(1)
Towards an open registry of Earth observation instruments2606.13923v1 · David Montero, C'esar Aybar, Miguel D. Mahecha et al.2026 · 0 citationsarXiv
Leveraging remote sensing and crowd-sourced biodiversity data for enhanced plant functional trait mapping.42014391 · Moreno-Martínez, Álvaro, Muñoz-Marí, Jordi, Adsuara, Jose E et al.2026 · 0 citationsNature communications. 2026;17(1)
Global Convergence of Plant Functional Trait Composition in the Anthropocene10.64898/2026.03.27.714725v1 · Wolf, S., Svidzinska, D., Schellenberger Costa, D. et al.2026 · 0 citationsbioRxiv
Mortality risk during the COVID-19 pandemic is shaped by human development.41765922 · Nenoff, Kolja, Habershon, Sarah, Mahecha, Miguel D et al.2026 · 0 citationsBMC global and public health. 2026;4(1)
Kernel detrended fluctuation analysis: A nonlinear, multivariate method for detecting long-range persistence.41848405 · Williams, Tristan K E, Durand, Homer, Braun, Tobias et al.2026 · 0 citationsChaos (Woodbury, N.Y.). 2026;36(3)
Sub-pixel mapping of disturbance and tree mortality dynamics from Sentinel-2 time series around the globex5b18w · Clemens Mosig, Teja Kattenborn, David Montero Loaiza et al.2026 · 4 citationsEarthArXiv
Accelerated north-east shift of the global green wave trajectory.41730109 · Mahecha, Miguel D, Kraemer, Guido, Reinhardt, Martin et al.2026 · 2 citationsProceedings of the National Academy of Sciences of the United States of America. 2026;123(9):e2515835123
Transformers vs. Recurrent Models for Estimating Forest Gross Primary Production2511.11880v1 · David Montero, Miguel D. Mahecha, Francesco Martinuzzi et al.2025 · 0 citationsarXiv
Context-Aware Multimodal Representation Learning for Spatio-Temporally Explicit Environmental Modelling2511.11706v3 · Julia Peters, Karin Mora, Miguel D. Mahecha et al.2025 · 0 citationsarXiv
AI for a Planet Under Pressure2510.24373v3 · Victor Galaz, Maria Schewenius, Jonathan F. Donges et al.2025 · 1 citationarXiv
The spatiotemporal dynamics of COVID-19 in Europe: time-series clustering maps 5 distinct trajectories to spatial patterns.40764985 · Habershon, Sarah, Nenoff, Kolja, Kraemer, Guido et al.2025 · 5 citationsPopulation health metrics. 2025;23(1):44
Securing the forest carbon sink for the European Union's climate ambition.40739022 · Migliavacca, Mirco, Grassi, Giacomo, Bastos, Ana et al.2025 · 54 citationsNature. 2025;643(8074):1203-1213
Geo-Disasters: geocoding climate-related events in the international disaster database EM-DAT2506.03797v1 · Khalil Teber, M'elanie Weynants, Fabian Gans et al.2025 · 3 citationsarXiv
Diagnosing syndromes of biosphere-atmosphere-socioeconomic change2503.08874v2 · Wantong Li, Gregory Duveiller, Fabian Gans et al.2025 · 1 citationarXiv
Artificial intelligence for modeling and understanding extreme weather and climate events.39994190 · Camps-Valls, Gustau, Fernández-Torres, Miguel-Ángel, Cohrs, Kai-Hendrik et al.2026 · 299 citationsNature communications. 2025;16(1):1919
DeepExtremeCubes: Earth system spatio-temporal data for assessing compound heatwave and drought impacts.39863624 · Ji, Chaonan, Fincke, Tonio, Benson, Vitus et al.2025 · 9 citationsScientific data. 2025;12(1):149
Vegetation-climate feedbacks across scales.39854067 · Miralles, Diego G, Vilà-Guerau de Arellano, Jordi, McVicar, Tim R et al.2025 · 69 citationsAnnals of the New York Academy of Sciences. 2025;1544(1):27-41
deadtrees.earth - An Open-Access and Interactive Database for Centimeter-Scale Aerial Imagery to Uncover Global Tree Mortality Dynamics10.1101/2024.10.18.619094v2 · Mosig, C., Vajna-Jehle, J., Mahecha, M. D. et al.2024 · 27 citationsbioRxiv
Explainable Earth Surface Forecasting under Extreme Events2410.01770v2 · Oscar J. Pellicer-Valero, Miguel-'Angel Fern'andez-Torres, Chaonan Ji et al.2024 · 5 citationsarXiv
Enhanced global carbon cycle sensitivity to tropical temperature linked to internal climate variability.39321280 · Li, Na, Sippel, Sebastian, Linscheid, Nora et al.2024 · 4 citationsScience advances. 2024;10(39):eadl6155
Earth System Data Cubes: Avenues for advancing Earth system research2408.02348v1 · David Montero, Guido Kraemer, Anca Anghelea et al.2024 · 29 citationsEnviron. Data Science 3 (2024) e27
Nonlinear spectral analysis extracts harmonics from land-atmosphere fluxes2407.19237v1 · Leonard Schulz, Jurgen Vollmer, Miguel D. Mahecha et al.2024 · 1 citationarXiv
Unpredicted ecosystem response to compound human impacts in a European river.39014022 · Köhler, Jan, Varga, Elisabeth, Spahr, Stephanie et al.2024 · 25 citationsScientific reports. 2024;14(1):16445
AI for Extreme Event Modeling and Understanding: Methodologies and Challenges2406.20080v1 · Gustau Camps-Valls, Miguel-'Angel Fern'andez-Torres, Kai-Hendrik Cohrs et al.2024 · 3 citationsarXiv
DeepExtremeCubes: Integrating Earth system spatio-temporal data for impact assessment of climate extremes2406.18179v1 · Chaonan Ji, Tonio Fincke, Vitus Benson et al.2024 · 2 citationsarXiv
Global assessment of terrestrial productivity in response to water stress.38918143 · Liu, Qi, Guo, Huadong, Zhang, Jiahua et al.2024 · 15 citationsScience bulletin. 2024;69(15):2352-2356
Facilitating Advanced Sentinel-2 Analysis Through a Simplified Computation of Nadir BRDF Adjusted Reflectance2404.15812v2 · David Montero, Miguel D. Mahecha, C'esar Aybar et al.2024 · 5 citationsarXiv
Recurrent Neural Networks for Modelling Gross Primary Production2404.12745v1 · David Montero, Miguel D. Mahecha, Francesco Martinuzzi et al.2024 · 13 citationsarXiv
On-Demand Earth System Data Cubes2404.13105v1 · David Montero, C'esar Aybar, Chaonan Ji et al.2024 · 8 citationsarXiv
Lexcube: Interactive Visualization of Large Earth System Data Cubes.37812545 · Sochting, Maximilian, Mahecha, Miguel D, Montero, David et al.2024 · 6 citationsIEEE computer graphics and applications. 2024;44(1):25-37
Reclassifying historical disasters: From single to multi-hazards.38070558 · Lee, Ryan, White, Christopher J, Adnan, Mohammed Sarfaraz Gani et al.2024 · 122 citationsThe Science of the total environment. 2024;912:169120
Leaf-level coordination principles propagate to the ecosystem scale.37402725 · Gomarasca, Ulisse, Migliavacca, Mirco, Kattge, Jens et al.2023 · 41 citationsNature communications. 2023;14(1):3948
Intercomparison of global foliar trait maps reveals fundamental differences and limitations of upscaling approachesx58s97 · Benjamin Dechant, Jens Kattge, Ryan Pavlick et al.2023 · 12 citationsEarthArXiv
A standardized catalogue of spectral indices to advance the use of remote sensing in Earth system research.37031236 · Montero, David, Aybar, César, Mahecha, Miguel D et al.2023 · 207 citationsScientific data. 2023;10(1):197
Global variations in critical drought thresholds that impact vegetation.37064217 · Li, Xiangyi, Piao, Shilong, Huntingford, Chris et al.2023 · 191 citationsNational science review. 2023;10(5):nwad049
Soil heat extremes can outpace air temperature extremes.42694131 · García-García, Almudena, Cuesta-Valero, Francisco José, Miralles, Diego G et al.2026 · 162 citationsNature climate change. 2023;13(11):1237-1241
The global spectrum of plant form and function: enhanced species-level trait dataset.36477373 · Díaz, Sandra, Kattge, Jens, Cornelissen, Johannes H C et al.2022 · 120 citationsScientific data. 2022;9(1):755
Biodiversity loss and climate extremes - study the feedbacks.36446988 · Mahecha, Miguel D, Bastos, Ana, Bohn, Friedrich J et al.2022 · 112 citationsNature. 2022;612(7938):30-32
Citizen science plant observations encode global trait patterns.36266458 · Wolf, Sophie, Mahecha, Miguel D, Sabatini, Francesco Maria et al.2022 · 63 citationsNature ecology & evolution. 2022;6(12):1850-1859
ReservoirComputing.jl: An Efficient and Modular Library for Reservoir Computing Models2204.05117v1 · Francesco Martinuzzi, Chris Rackauckas, Anas Abdelrehim et al.2022 · 14 citationsJournal of Machine Learning Research 23 (2022) 1-8
The three major axes of terrestrial ecosystem function.34552242 · Migliavacca, Mirco, Musavi, Talie, Mahecha, Miguel D et al.2022 · 302 citationsNature. 2021;598(7881):468-472
Correction: Kernel methods and their derivatives: Concept and perspectives for the earth system sciences.33534865 · Johnson, J Emmanuel, Laparra, Valero, Pérez-Suay, Adrián et al.2021 · 1 citationPloS one. 2021;16(2):e0246775
A unified vegetation index for quantifying the terrestrial biosphere.33637524 · Camps-Valls, Gustau, Campos-Taberner, Manuel, Moreno-Martínez, Álvaro et al.2022 · 792 citationsScience advances. 2021;7(9)
Kernel methods and their derivatives: Concept and perspectives for the earth system sciences.33119617 · Johnson, J Emmanuel, Laparra, Valero, Pérez-Suay, Adrián et al.2020 · 29 citationsPloS one. 2020;15(10):e0235885
Towards Causal Inference for Spatio-Temporal Data: Conflict and Forest Loss in Colombia2005.08639v3 · Rune Christiansen, Matthias Baumann, Tobias Kuemmerle et al.2020 · 3 citationsJASA Applications and Case Studies, volume 117, year 2022, p. 591-601
Predicting Landscapes from Environmental Conditions Using Generative Networks1909.10296v1 · Christian Requena-Mesa, Markus Reichstein, Miguel Mahecha et al.2019 · 10 citationsarXiv
Inferring causation from time series in Earth system sciences.31201306 · Runge, Jakob, Bathiany, Sebastian, Bollt, Erik et al.2023 · 992 citationsNature communications. 2019;10(1):2553
Publisher Correction: Stand age and species richness dampen interannual variation of ecosystem-level photosynthetic capacity.30742108 · Musavi, Talie, Migliavacca, Mirco, Reichstein, Markus et al.2019 · 0 citationsNature ecology & evolution. 2019;3(3):501
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