Preprints
There are 6976 Preprints listed.
A Systematic Review of Neural Network Applications for Groundwater Level Prediction
Published: 2024-07-30
Subjects: Engineering, Physical Sciences and Mathematics
Physical models have long been employed for groundwater level (GWL) prediction. Recently, artificial intelligence (AI), particularly neural networks (NNs), have gained widespread use in forecasting GWL. Forecasting of GWL is essential to enable analyze, quantify and manage groundwater. This systematic review investigates the application of NNs for GWL prediction, focusing on the architectures of [...]
Machine Learning-based Hydrological Models for Flash Floods: A Systematic Literature Review
Published: 2024-07-01
Subjects: Hydrology
Flash floods are critical events for emergency management, yet their modeling remains highly challenging, even in smart cities approaches. Physically based hydrological models are often unsuitable at small spatiotemporal scales due to their computational complexity and dependence on detailed local parameters, which are rarely available during flash floods. With the growing availability of [...]
Remote Sensing-Based Geospatial Analysis of Channel Migration Patterns in the Lower Shire Valley of the Shire River, Chikwawa District, Malawi
Published: 2025-07-11
Subjects: Engineering
This study examines the spatiotemporal dynamics of fluvial geomorphology along the Shire River floodplain in Malawi from 1975 to 2023, with emphasis on channel migration, width variation, sinuosity, meander curvature, and sediment budget changes. Utilizing multi-temporal satellite imagery and geospatial analysis, morphometric indicators were quantified across 41 cross-sectional zones over four [...]
Prediction of the daily spatial variation of stem water potential in cherry orchards using weather and Sentinel-2 data
Published: 2024-10-11
Subjects: Environmental Engineering, Environmental Monitoring, Environmental Sciences, Water Resource Management
The common practice for irrigation management is to apply the water lost by evapotranspiration. However, we could manage the irrigation by monitoring the plant's water status by measuring the stem water potential (Ψs), which is currently costly and time-consuming. The primary goal of this work is to predict the daily spatial variation of Ψs using machine learning models. We measured Ψs in two [...]
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 [...]
Classification, segmentation and correlation of zoned minerals
Published: 2021-02-01
Subjects: Earth Sciences, Environmental Sciences, Geochemistry, Geology, Numerical Analysis and Scientific Computing, Statistics and Probability, Volcanology
Minerals exhibit zoning patterns that can be related to changes in the environment in which they grew. Using statistical methods that have been designed to segment optical images, we have developed a procedure to segment zonation within minerals and correlate these zones between multiple crystals using elemental maps. This allows us to quantify the complexity and variability of chemical zoning [...]
Nanoindentation study of ripidolite and illite: Micromechanical controls on the sealing capacity of clay-rich caprocks
Published: 2025-09-11
Subjects: Engineering
Clay-rich caprocks are essential for sealing underground energy storage formations, yet their micromechanical behavior under varying stress conditions is not well constrained. In particular, the influence of loading parameters on hardness, elastic modulus, fracture toughness, and time-dependent deformation of individual clay minerals remains insufficiently explored. This study addresses this gap [...]
Causal analyses reveal changing land-atmosphere patterns and soil moisture control under warming
Published: 2026-05-12
Subjects: Geophysics and Seismology, Hydrology
Climate change is projected to modify the global water cycle and land-atmosphere interactions. However, warming-induced changes in multivariate dependence remain insufficiently explored. Here we examine the interdependence among temperature, precipitable water, precipitation, evaporation, soil moisture, and runoff in all five earth system models within the latest IPCC CMIP6 ensembles that [...]
Origin, evolution and decline of European mangroves: the Cenozoic paleobotanical record
Published: 2026-02-13
Subjects: Paleontology
This paper reviews available paleobotanical evidence (pollen and macrofossils) from 114 European sites to infer Cenozoic mangrove dynamics. European mangroves originated at the Paleocene/Eocene boundary in western Europe as relatively diverse communities comprising seven true-mangrove taxa, including the major mangrove-forming elements Rhizophoraceae, Avicennia and Nypa. Some taxa arrived from [...]
WS3: An open-source Python framework for integrated simulation and optimization of forest landscape and wood supply systems
Published: 2025-10-12
Subjects: Forest Management, Operations Research, Systems Engineering and Industrial Engineering
Transparent decision support for forest landscapes demands integrated scheduling, carbon account-ing, and spatial reporting. WS3 is an open-source Python framework that unifies modular simu-lation, solver-backed Model I optimization, and raster allocation in a single workflow. The systemingests Woodstock-style inventories, actions, and scenarios; exposes an explicit data model; andautomates [...]
The Ca and Mg isotope record of the Cryogenian Trezona carbon isotope excursion
Published: 2021-03-11
Subjects: Earth Sciences, Geochemistry, Geology, Sedimentology, Stratigraphy
The Trezona carbon isotope excursion is recorded on five different continents in platform carbonates deposited prior to the end-Cryogenian Marinoan glaciation (>635 Ma) and represents a change in carbon isotope values of 16-18 per mill. Based on the spatial and temporal reproducibility, the excursion previously has been interpreted as tracking the carbon isotopic composition of dissolved [...]
Coupled trace element and Hf-isotope measurements of Hadean through Paleoarchean zircons from the Singhbhum Craton indicate derivation from a long-lived, mantle-derived protocrust
Published: 2025-06-07
Subjects: Earth Sciences, Geochemistry, Geology
Due to the dearth of rock records during the Hadean, little is known about early crustal chemistry and geodynamics. Here, we present zircon trace and rare earth element and Lu-Hf measurements of zircons ~ 3.3 Ga to ~ 4.2 Ga from the Older Metamorphic Tonalitic Gneiss in the Singhbhum Craton to better understand geodynamic changes during the Hadean and Archean. We find decreasing, subchondritic [...]
Assessing the plausibility of direct constraints on ancient atmospheric PCO2 from fluid inclusions in halite: A theoretical and experimental approach
Published: 2025-07-07
Subjects: Earth Sciences, Physical Sciences and Mathematics
Fluid inclusions in halite formed in surficial environments have recently gained attention for their ability to capture and preserve samples of ancient air, and by mechanical decrepitation, these inclusion gases can be quantified via mass spectrometry. However, it has yet to be demonstrated that the CO2 content measured during bulk analysis of fluid inclusion gas on halite accurately represents [...]
Short-term morphological response of rubble coral islands to the impact of a small tropical cyclone
Published: 2025-11-26
Subjects: Physical Sciences and Mathematics
Tropical cyclones (TCs) are extreme storm events with the potential to cause significant damage to coral reef and island ecosystems. The evolution of coral rubble (shingle) islands within these ecosystems relies on the complex eco-morphodynamic relationship between the supply of biogenic sediment from the reef and subsequent transport by hydrodynamic forces. Storms have the potential to alter [...]
Holocene relative sea-level changes from the Atlantic coast of South America
Published: 2025-07-19
Subjects: Earth Sciences, Geology, Geomorphology
Holocene sea-level changes along the Atlantic coast of South America reflect a complex interplay between glacio-isostatic adjustment (GIA), regional tectonics, and local sedimentary processes. However, the uneven spatial and temporal resolution of existing sea-level data has hindered regional-scale assessments. Here, we compile and standardize 1108 relative sea-level (RSL) data points from [...]