Preprints
There are 7752 Preprints listed.
Preserving Probabilistic Meaning in Weather-to-Text Generation
Published: 2026-10-01
Subjects: Atmospheric Sciences, Meteorology
Weather-to-text generation must preserve the event attached to a probability, not only its numerical value. We represent rainfall statements through event thresholds, boundary inclusion, probability levels and conditioning. A verifier bounds event probabilities under partially specified exact distributions and separately checks fidelity to operational reporting conventions. We evaluate eight [...]
Assessment of adjacency effect correction methods for Sentinel-2 MSI observations over mid-latitude lakes
Published: 2026-10-01
Subjects: Earth Sciences, Environmental Sciences, Fresh Water Studies, Oceanography and Atmospheric Sciences and Meteorology, Physical Sciences and Mathematics
Accurate retrieval of remote-sensing reflectance (Rrs) from lakes requires separating water-leaving radiance from atmospheric, surface and adjacency contributions. We assessed adjacency effect correction (AEC) methods for Sentinel-2 MultiSpectral Instrument (MSI) imagery using 329 satellite--insitu matchups from four mid-latitude lakes: Greifensee, Lake Geneva, Lake Garda and Lake Trasimeno. The [...]
GeoAgent: An Agent-Based QGIS Plugin for Natural-Language-Driven Geospatial Analysis with Multi-Backend Large Language Model Support
Published: 2026-10-01
Subjects: Computer and Systems Architecture, Geographic Information Sciences, Other Earth Sciences, Spatial Science
Geospatial analysis is essential across the earth and environmental sciences, yet conventional geographic information systems (GIS) rely on a procedure-oriented paradigm that demands substantial operational expertise. We present GeoAgent, an open-source QGIS plugin that enables goal-driven geospatial workflows through natural language conversation powered by large language models (LLMs). GeoAgent [...]
MUSE: virtual tide gauge reference estimates and error budgets for coastal index validation at ungauged coastlines
Published: 2026-10-01
Subjects: Earth Sciences, Oceanography
Multi-dimensional coastal indices such as mangrove health indices aggregate tidal-range, mean higher-high water (MHHW), and tidal-anomaly sub-scores. Validating these sub-scores requires in situ tide gauges that low-data coastlines lack within 100 km. Global tide models such as EOT20 give accurate coastal tidal constituents but no tidal-anomaly metrics or per-source error terms for a [...]
On the pattern, magnitude, and timing of anthropogenic heat uptake in the Southern Ocean
Published: 2026-10-01
Subjects: Atmospheric Sciences, Climate, Oceanography, Oceanography and Atmospheric Sciences and Meteorology
Most of the anthropogenic heat absorbed by the ocean enters through the Southern Ocean, yet the processes that set the pattern, magnitude, and timing of this uptake remain unclear. Using a climate model (CESM1) under abrupt 4xCO2, we show that uptake by the preindustrial ocean circulation alone accounts for more than half of the Southern Ocean uptake and reproduces its slow decline. We isolate [...]
Training-Free Monitoring of Kenya with Pre-computed Satellite Embeddings: Lake Expansion, Construction Dating and Crop Retrieval with TESSERA
Published: 2026-10-01
Subjects: Earth Sciences, Physical Sciences and Mathematics
Pre-computed embeddings from geospatial foundation models turn the most expensive step of satellite analysis into shared data. We test how much analysis this enables for one country, using TESSERA, which publishes a 128-dimensional embedding for every 10 m pixel and year. An audit of Kenya shows that all 4,766 tiles centred in the country carry all nine years (2017–2025), but that the landmask [...]
Multi-site evaluation of an improved SIF-based model for estimating canopy GPP
Published: 2026-10-01
Subjects: Agriculture, Earth Sciences, Physiology, Plant Sciences
Sun-induced chlorophyll fluorescence (SIF) offers a promising path to quantify gross primary productivity (GPP) across spatiotemporal scales. Recent studies have demonstrated the applicability of the SIF-based mechanistic light response (qMLR-SIF) model for estimating canopy GPP. However, the inadequate simulation of the key parameter qL (the fraction of open photosystem II reaction centers) [...]
Trigger or driver? Tracing the role of climate variability since the Little Ice Age in the abandonment of mountain villages in the Eastern Pyrenees: evidence from historical documents
Published: 2026-10-01
Subjects: Environmental Studies
In recent decades, rural depopulation has emerged as a widespread phenomenon across much of Europe, driven by shared underlying processes but shaped by region-specific dynamics. Understanding how climate variability interacts with socioeconomic dynamics to drive long-term settlement abandonment is critical in the context of current global change. High-mountain regions are particularly sensitive [...]
Soil pore architecture regulates carbon persistence via anaerobic microsites
Published: 2026-09-30
Subjects: Biogeochemistry, Soil Science
Enhancing soil organic carbon (SOC) persistence in agricultural soils is a promising lever for climate mitigation, but realizing this potential depends on management practices that reliably promote SOC stabilization. Physical protection of organic compounds within soil aggregates is widely invoked to explain carbon stabilization under no-till farming, yet the role of pore architecture in [...]
Can recovered data-centre heat supply solid-sorbent direct air capture regeneration? A thermodynamic and carbon-accounting review of the proposed DACR–HSDC coupling, with falsifiable deployment gates
Published: 2026-09-30
Subjects: Education, Engineering, Life Sciences, Physical Sciences and Mathematics
Abstract Background. Direct air capture (DAC) using temperature-vacuum swing adsorption requires electricity and low- to medium-temperature regeneration heat. Data centres reject heat that may be available for this purpose, but the temperature, timing and emissions intensity of that heat determine whether integration produces additional net atmospheric removal. An earlier design document by the [...]
Metal Toxin Signatures in the Smoke of Wildland–Urban Interface Fires
Published: 2026-09-30
Subjects: Medicine and Health Sciences, Physical Sciences and Mathematics, Social and Behavioral Sciences
Wildland–urban interface (WUI) fires burn natural and built environments simultaneously, generating smoke from vegetation, soil, buildings, vehicles, and infrastructure. Airborne metals can provide source signatures and pose inhalation hazards, yet the sources and physicochemical properties of these metals in WUI fire smoke remain poorly resolved. This uncertainty limits identification of burned [...]
Earthquake damage mapping from Sentinel-1 modeling against coherence damage proxy
Published: 2026-09-30
Subjects: Earth Sciences, Geophysics and Seismology, Physical Sciences and Mathematics
This paper tests whether a supervised model that uses the same Sentinel-1 signal as the coherence damage proxy can rank earthquake damage better than the proxy itself. Damage grades from Copernicus EMS for four earthquakes are joined to 783 635 OpenStreet- Map footprints over 28 assessed areas, and the coherence drop is aggregated to buildings, morphological blocks and cells of 50 m to 400 m. A [...]
Super El Niño can raise coastal extreme sea-level risk tenfold
Published: 2026-09-30
Subjects: Physical Sciences and Mathematics
El Niño-Southern Oscillation is a dominant mode of global climate variability with a range of societally relevant impacts. However, its effect on global coastal sea-level extremes remains poorly quantified, especially for very strong ("super") El Niños, which are rare. Here we analyse global reanalyses, hindcasts, and reconstructions to quantify how El Niño alters extreme sea level frequencies [...]
Transferability of ML emulators for polar RCM surface melt under different forcings: Limitations and recommendations
Published: 2026-09-30
Subjects: Climate, Glaciology
Machine learning emulators provide a computationally efficient alternative to physically based regional climate and surface mass balance models, but their applicability depends on their ability to generalize beyond training conditions. In this study, we assess the transferability of a melt emulator trained on output from the regional climate model HIRHAM5 forced by ERA-Interim, CESM2, and [...]
Annual mean methane emissions from individual oil-gas point sources worldwide inferred from multi-satellite plume-imaging observations
Published: 2026-09-30
Subjects: Physical Sciences and Mathematics
Plume-imaging satellite instruments routinely reveal large methane point source emissions from oil and gas systems. But the observations are for instantaneous plumes, and the instruments have limited detection and revisit capabilities, making it challenging to infer time-averaged emission rates as needed for emission inventories and reporting. Here we develop a general method to infer the [...]