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Interactive Physical Data Cubes: A Novel Perspective for Exploring Earth System Dynamics
Earth system datasets continue to expand in size and complexity, making it increasingly difficult for non-experts to explore satellite …
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Context-Aware Multimodal Representation Learning for Spatio-Temporally Explicit Environmental Modelling
Earth observation (EO) foundation models have emerged as an effective approach to derive latent representations of the Earth system …
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Transformers vs. Recurrent Models for Estimating Forest Gross Primary Production
Monitoring the spatiotemporal dynamics of forest CO$_2$ uptake (Gross Primary Production, GPP), remains a central challenge in …
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Atmospheric River Trajectories Organise along a Global Transport Network
Atmospheric rivers (ARs) transport vast amounts of water vapor and cause weather extremes. However, they have typically been studied as …
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Global, Multi-Scale Standing Deadwood Segmentation In Centimeter-Scale Aerial Images
With tree mortality rates rising across many regions of the world, efficient methods to map dead trees are becoming increasingly …
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Geo-Disasters: Geocoding Climate-Related Events in the International Disaster Database EM-DAT
Climate hazards can escalate into humanitarian disasters. Understanding their trajectories – considering hazard intensity, human …
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Above- and below-Ground Trait Coordination across 90 Angiosperm and Gymnosperm Tree Species
Quantifying the variation in plant traits reveals the trade-offs involved in plant ecological strategies and is fundamental to …
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Dheed: An ERA5 Based Global Database of Dry and Hot Extreme Events from 1950 to 2022
The intensification of climate extremes is one of the most immediate effects of global climate change. Heatwaves and droughts have …
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Explainable Earth Surface Forecasting under Extreme Events
With climate change-related extreme events on the rise, high dimensional Earth observation data presents a unique opportunity for …
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Earth System Data Cubes: Avenues for Advancing Earth System Research
Recent advancements in Earth system science have been marked by the exponential increase in the availability of diverse, multivariate …
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