Preprints
There are 5631 Preprints listed.
Transforming Total Field Anomaly into Anomalous Magnetic Field: Using Dual-Layer Gradient-Boosted Equivalent Sources
Published: 2025-04-25
Subjects: Earth Sciences, Geophysics and Seismology, Physical Sciences and Mathematics
Potential field data often require interpolation onto a regular grid at constant height before further analysis. A widely used approach for this is the equivalent sources technique, which has been adapted over time to improve its computational efficiency and accuracy of the predictions. However, many of these approaches still face challenges, including border effects in the predictions or [...]
From natural variability to flow homogenisation: how dams, water diversions, and climate change reduced seasonal flows in Australia’s Murrumbidgee River
Published: 2025-04-25
Subjects: Biodiversity, Environmental Engineering, Environmental Health and Protection, Environmental Indicators and Impact Assessment, Environmental Monitoring, Hydrology, Natural Resources and Conservation, Natural Resources Management and Policy, Other Environmental Sciences, Sustainability, Water Resource Management
River regulation and climate change have profoundly altered seasonal flow dynamics globally, with cascading ecological impacts on freshwater ecosystems and biodiversity. Magnitude and timing are key components of the flow regime, connecting rivers with floodplains and driving feeding and breeding cues for aquatic organisms. We investigated the separate and combined effects of water resource [...]
An integrated approach for characterizing and selecting climate change scenarios: Focusing on variability and extremeness
Published: 2025-04-24
Subjects: Engineering
This study presents a novel integrated approach for selecting optimal combinations of global climate models (GCMs) and shared socioeconomic pathways (SSPs) to assess the impact of climate change on the aquatic environment. The method proposed in this study considers the comprehensive spatial and temporal ranges of climate projections, specifically focusing on the variability and extremeness of [...]
Enhancing and Interpreting Deep Learning for Sea Ice Charting using the AutoICE Benchmark
Published: 2025-04-24
Subjects: Analysis, Artificial Intelligence and Robotics, Environmental Monitoring, Oceanography
Accurate mapping of sea ice is crucial for marine navigation and monitoring climate change. Automating sea ice mapping remains challenging due to remotely-sensed signal ambiguity, the dynamic nature of sea ice, and limited field measurements. The AutoICE challenge recently introduced a benchmark to advance deep learning for sea ice mapping. Top-performing solutions used the U-Net architecture [...]
Calcium isotope constraints on Mesoarchean seawater
Published: 2025-04-24
Subjects: Biogeochemistry, Earth Sciences, Geochemistry, Geology, Physical Sciences and Mathematics, Sedimentology
The cause of the Great Oxidation Event ~2.4 billion-years-ago (Ga) is hotly debated. Recent models favor the emergence of continents as driving the event. However, we suggest that extensive shallow-marine carbonate platforms existed in the Mesoarchean. This conclusion is based on Ca isotopes from 2.8 Ga carbonate rocks, that constrains the Ca isotope value of Mesoarchean seawater to -0.5‰ [...]
Can large language models effectively reason about adverse weather conditions?
Published: 2025-04-24
Subjects: Engineering
This paper seeks to answer the question “can Large Language Models (LLMs) effectively reason about adverse weather conditions?”. To address this question, we utilized multiple LLMs to harness the US National Weather Service (NWS) flood report data spanning from June 2005 to September 2024. Bidirectional and Auto-Regressive Transformer (BART), Bidirectional Encoder Representations from [...]
Unlocking the potential of single stations to replace seismic arrays
Published: 2025-04-24
Subjects: Physical Sciences and Mathematics
We introduce Virtual Seismic Arrays, which predict full array recordings from a single reference station, eliminating the need for continuous deployment of all stations. This innovation can reduce costs and logistical challenges while maintaining multi-station functionality. We implement a Virtual Seismic Array using a deep learning encoder-decoder approach to predict transfer properties between [...]
Sustainable AI infrastructure: A scenario-based forecast of water footprint under uncertainty
Published: 2025-04-24
Subjects: Engineering
The rapid expansion of artificial intelligence (AI) and cloud computing is creating a significant but often overlooked impact on global water resources. This paper presents a global assessment of water consumption in AI-driven data centres, distinguishing between operational water use at the facility and at the electricity generation stage, and embodied water associated with hardware [...]
Helmets Labeling Crops: Kenya Crop Type Dataset Created via Helmet-Mounted Cameras and Deep Learning
Published: 2025-04-23
Subjects: Earth Sciences, Environmental Sciences
Accurate, up-to-date agricultural monitoring is essential for assessing food production, particularly in countries like Kenya, where recurring climate extremes, including floods and droughts, exacerbate food insecurity challenges. In regions dominated by smallholder farmers, a significant obstacle to effective agricultural monitoring is the limited availability of current, detailed crop-type [...]
North American ice sheet persistence during past warm periods should inform future projections
Published: 2025-04-23
Subjects: Physical Sciences and Mathematics
How fast sea level rises in the next century will depend on how fast the Antarctic Ice Sheet responds to warming. Projections of future Antarctic Ice Sheet behavior are shaped by the assumption that peak sea level during past warm periods occurred after ice sheets had disappeared from North America. Here we present emerging evidence from paleoceanography and allied disciplines to argue that North [...]
Mapping Responsible AI Workflows for Geospatial Data Science: Developing the I-GUIDE Data Ethics Toolkit
Published: 2025-04-23
Subjects: Artificial Intelligence and Robotics, Computer Sciences, Environmental Sciences, Geographic Information Sciences, Geography, Library and Information Science, Sustainability
AI workflows in geospatial data science promise substantial societal benefits yet pose persistent challenges of ethical risk, transparency, and reproducibility. Current guidance, ranging from high‑level principles to isolated documentation templates, remains difficult to translate into day‑to‑day research practice, especially for teams operating under tight deadlines. This paper reports the [...]
Interpreting drinking water quality samples: understanding contamination pathways at the point of collection
Published: 2025-04-23
Subjects: Public Health
2.2 billion people lack access to safely managed drinking water, with microbiological water quality the major barrier to the achievement of SDG target 6.1. Microbiological water quality is strongly influenced by environmental and hand hygiene. We demonstrate the significant contribution of contamination from hygiene at water collection point localities and at the household level to drinking water [...]
Leveraging Automated Machine Learning (AutoML) for Urban Climate Emulation
Published: 2025-04-23
Subjects: Computer Sciences, Earth Sciences, Environmental Engineering, Environmental Sciences
Urban climate models are critical for understanding and addressing the impacts of urban climate change. Yet, process-based urban climate models face limitations of high-entry barriers and substantial computing resource consumption, prompting the development of data-driven methods. However, the recently developed urban climate emulators, being location-dependent, are less scalable and may overlook [...]
Application of automatic differentiation to the inversion of nonlinear mantle rheology using plate motion and topography
Published: 2025-04-23
Subjects: Geophysics and Seismology, Physical Sciences and Mathematics
The rheological properties of the mantle govern plate tectonics and mantle convection, yet constraining the rheological parameters remains a significant challenge. Laboratory experiments are usually performed under different temperature-pressure-strain-rate conditions than those of natural environments, leading to substantial uncertainties when extrapolating the parameters to real-world [...]
The impact hypothesis as a mechanism for the origin of the Amazon basin - analysis of antipodal impacts of celestial bodies and their impact on global morphotectonics
Published: 2025-04-23
Subjects: Earth Sciences, Oceanography and Atmospheric Sciences and Meteorology, Other Physical Sciences and Mathematics, Physical Sciences and Mathematics
The Amazon Basin is the largest fluvial system on Earth, yet its central subsidence and asymmetrical drainage pattern remain partially unexplained by traditional geological models. This study introduces a novel impact-based hypothesis, proposing that the Amazon depression is a result of tectonic deformation at the intersection of seismic shockwaves originating from two major planetary impacts: [...]