Preprints
Filtering by Subject: Physical Sciences and Mathematics
Spatial Clustering and Reservoir Analysis: An Expert-Guided Synergy Dynamic Time Warping (DTW) Machine Learning Technique on Volve and Norne Fields
Published: 2025-12-24
Subjects: Earth Sciences, Engineering, Geology, Geotechnical Engineering, Other Earth Sciences, Physical Sciences and Mathematics, Sedimentology
This study introduces an expert-guided application for clustering production wells using Machine Learning (ML), focusing on the Volve and Norne Field datasets to optimise reservoir analysis and decision-making. The Dynamic Time Warping (DTW) algorithm was employed for clustering and further enhanced by spatial visualisation through Voronoi polygons on topographic maps. The study presents a [...]
DYCOVE: A Python package for coupling dynamic vegetation processes with hydro-morphodynamic models
Published: 2025-12-23
Subjects: Earth Sciences, Physical Sciences and Mathematics
Vegetation growth in coastal environments plays an important role in shaping coastal morphology (Kirwan et al., 2016; Kleinhans et al., 2018; Mariotti & Fagherazzi, 2010; Schwarz et al., 2018; Temmerman et al., 2005, 2007). Hydrodynamic and morphodynamic (numerical) models are used widely for understanding the processes that impact coastal systems, and they inform management strategies for [...]
Climate mitigation benefits emerge within a decade
Published: 2025-12-23
Subjects: Physical Sciences and Mathematics
Discernible differences in global climate responses under varying greenhouse gas emission scenarios are commonly assumed to emerge only after 20 to 30 years. Here we show that mitigation benefits are detectable within a decade (9±6 years) over the global land area when high-resolution gridded climate data are analysed with a machine learning approach. By retaining spatial information, we uncover [...]
Regional Characterization of Coal Resources in the U.S. Gulf Coast
Published: 2025-12-20
Subjects: Physical Sciences and Mathematics
There is increasing interest in extracting critical minerals (CM), including rare earth elements (REE), from coals in the United States to address the overreliance on imported REE. The U.S. Gulf Coast and the Williston basins are the two major lignite-bearing basins within the country. Recent REE and CM studies of the lignite in these basins have indicated that the coals may be a viable source [...]
Tidally-Driven Diapycnal Upwelling in a Rough Sloping Canyon
Published: 2025-12-18
Subjects: Physical Sciences and Mathematics
Turbulent mixing over rough topography shapes abyssal ocean dynamics, yet a gap between large- and small-scale models underscores the need to connect processes across scales. Using three-dimensional large eddy simulations (LES) with quasi-realistic sloping topography from a Brazil Basin canyon, we force an ocean model solely with a barotropic M2 tide body force, allowing internal waves, [...]
How Robust are Single Aliquot Regeneration paleo-doses using single grains of Quartz: The role of change in luminescence sensitivity during the measurement of natural luminescence
Published: 2025-12-18
Subjects: Earth Sciences, Environmental Sciences, Physical Sciences and Mathematics
Luminescence dating using quartz is generally carried out using the single aliquot regeneration (SAR) protocol (Murray et al., 2021; Murray and Wintle, 2000). Singhvi et al. (2011) suggested a methodological improvement in the SAR protocol to account for the changes in the luminescence sensitivity during the readout of natural OSL signal. It was suggested that such changes are common and if not [...]
Resource expansion with uncertainty quantification of regolith-hosted REE deposits using radiometric data
Published: 2025-12-18
Subjects: Earth Sciences, Physical Sciences and Mathematics, Statistics and Probability
Rare earth elements (REE) are critical raw materials due to their essential role in modern technologies. In regolith-hosted REE (RH-REE) deposits a substantial fraction of the REE is present as ionically adsorbed, exchangeable cations on secondary clay minerals and amenable to mild extraction routes potentially being less environmentally disruptive than conventional hard-rock REE operations. [...]
South Atlantic abyssal temperature variability and trends at 34.5°S
Published: 2025-12-17
Subjects: Physical Sciences and Mathematics
Warming of abyssal waters in the South Atlantic has been reported in recent years. However, the variability of bottom temperatures and its implications for assessing linear trends have received limited attention. In addition to confirming positive temperature trends, this study documents substantial bottom-temperature variability, from tidal to annual time scales, captured by bottom moorings [...]
Caravan-Qual: A global scale integration of water quality observations into a large-sample hydrology dataset
Published: 2025-12-17
Subjects: Earth Sciences, Hydrology, Physical Sciences and Mathematics
Protecting and improving surface water quality is contingent upon understanding the trends and spatial patterns in physical, biological, and chemical conditions and their underlying drivers. This requires observational data, spanning a diverse range of water quality constituents, coupled with contextual environmental data. Here we present the first global-scale integration of water quality into [...]
Lower crustal magmatic processes and andesite genesis at Shiveluch Volcano
Published: 2025-12-16
Subjects: Earth Sciences, Physical Sciences and Mathematics
The silicic melts that eventually erupt at arc volcanoes are produced in the lower crust, yet, the storage conditions of magma in the lower crust have not been the topic of extensive study. In this study, we conduct and analyze hydrous piston cylinder experiments to determine the mid-to-lower magma storage conditions of primitive melt at Shiveluch, an arc volcano located in northern Kamchatka. [...]
An update of the LDEO fCO2-Residual method: algorithmic choices improve ocean carbon sink estimates
Published: 2025-12-13
Subjects: Physical Sciences and Mathematics
We evaluate the impact of various algorithmic design choices on reconstruction skill and estimated air-sea CO2 flux using the fCO2-Residual machine learning (ML) method (Bennington et al., 2022a) to reconstruct surface ocean fCO2. We reconstruct fCO2 globally over the period 1982-2023 by optimizing the hyperparameter selection process (ResidualOPT) and/or using ΔfCO2-Residual (subtracting fCO2atm [...]
Vegetation Does Not Control Suspended Sediment Deposition in Salt Marshes
Published: 2025-12-13
Subjects: Physical Sciences and Mathematics
Intertidal marshes are valuable geophysical systems, but their extent is rapidly declining globally. Marshes tend to keep up with sea-level rise through suspended-sediment and organic-matter deposition, up to a marsh-specific threshold rate of sea-level rise. Studies that explore marsh survival often assume that inorganic sediment deposition rates are directly linked to the density of marsh [...]
Towards Entire Wavefield Inversion in Highly Scattering Volcanic Environments using Fourier Neural Operators
Published: 2025-12-13
Subjects: Physical Sciences and Mathematics
Seismic imaging in volcanic environments is highly challenging due to significant scattering of seismic waves on multiple spatial scales. When these wavefields are recorded on the surface by seismic arrays, seismograms generally contain information-rich codas in addition to ballistic first arrivals. Later reflected and refracted arrivals are often completely masked by the scattered coda waves. [...]
Influence of sea surface temperature patterns and mean warming on past and future Atlantic hurricane activity
Published: 2025-12-12
Subjects: Physical Sciences and Mathematics
This study investigates the relative contributions of large-scale thermodynamic and dynamic processes to multidecadal changes in Atlantic tropical cyclone (TC) activity, spanning the historical record since the late 19th century, and extending to 2100 projections. We employ a framework that decomposes TC counts into precursor disturbances that transition into fully developed storms, applied to [...]
Nanometallogeny: The role of the nano-effect in the enrichment, migration and mineralization of rare element, rare earth element and precious metal deposits
Published: 2025-12-12
Subjects: Physical Sciences and Mathematics
geosciences to better understand what is perhaps the most economically important field in geology: the enrichment, migration and deposition of mineral deposits. Ore-bearing fluids and ore particles behave differently at the nano-scale compared to the more familiar macro-scale. Nanometallogenic processes have been used to explain the mechanism in which rare elements with extremely low abundance in [...]