Preprints
Filtering by Subject: Engineering
Development of a Streamlit-Based Deep Learning Tool for Instant Soil Classification from Borehole Grain Size Data
Published: 2025-08-11
Subjects: Engineering
Soil classification is an important part of geology in geotechnical engineering, because it affects the design of foundations, slope stability, and the safety of the construction site. This study presents an easy, dependable, and intelligent soil classification framework using a Multilayer Perceptron (MLP) deep learning model. Data used to train the MLP model included both real borehole grain [...]
Virunga Volcanoes Supersite Biennial Report: 2017- 2019
Published: 2025-08-09
Subjects: Education, Engineering, Life Sciences, Physical Sciences and Mathematics
The Virunga Volcanoes is the first Supersite established on the African continent in a highly populated Multi-hazards region. This permanent Supersite was established in a critical context as little was known about the Virunga hazards sources and their dynamics, and little done as measures to evaluate, mitigate and reduce their impacts. Similarly, the active volcanoes are poorly studied and [...]
Technological Adaptation Outpaces Climate Impacts on Aviation: Evidence from Three Decades of Warming
Published: 2025-08-08
Subjects: Civil and Environmental Engineering, Engineering, Environmental Engineering, Environmental Studies, Social and Behavioral Sciences
Climate impact assessments frequently prioritize projections over empirical validation of operational outcomes. We introduce and apply a generalizable empirical validation framework that (i) separates operational encounters from safety outcomes and (ii) tests climate → operations linkages via physical mechanism validation with explicit detectability bounds. Using 33 years (1991–2023) of U.S. [...]
Geomodelling of multi-scenario non-stationary reservoirs with enhanced GANSim
Published: 2025-08-05
Subjects: Artificial Intelligence and Robotics, Civil and Environmental Engineering, Earth Sciences, Engineering, Geology, Geophysics and Seismology, Hydrology, Mining Engineering, Natural Resources and Conservation, Natural Resources Management and Policy, Oil, Gas, and Energy, Sedimentology, Stratigraphy
Reservoir geomodelling is critical for groundwater management, CO₂ storage, geothermal exploitation, and hydrocarbon exploration, yet traditional geostatistical methods like multiple-point statistics (MPS) struggle with simulating complex geological patterns. GANSim, a Generative Adversarial Networks-based geomodelling method, has proven effective for single-scenario stationary reservoirs, but [...]
Artificial Intelligence in Earth Science: A GeoAI Perspective
Published: 2025-08-03
Subjects: Artificial Intelligence and Robotics, Computer Sciences, Earth Sciences, Engineering, Environmental Sciences, Physical Sciences and Mathematics
GeoAI, or geospatial artificial intelligence, has transformative potential for Earth science by integrating geospatial data with artificial intelligence to enhance environmental monitoring, predictive modeling, and decision-making. This commentary, based on the Greg Leptoukh Lecture at AGU 2024, explores the evolving role of GeoAI in addressing pressing challenges—from environmental change in the [...]
Post-Wildfire Indoor Pollution in WUI Areas Following the 2025 Los Angeles Fires — Part I: Establishing Baseline Contaminant Levels Prior to Home Reoccupation
Published: 2025-08-02
Subjects: Engineering, Medicine and Health Sciences
Wildland-Urban Interface (WUI) fires pose unique environmental pollution challenges due to the combustion of both natural vegetation and synthetic building materials. Following the 2025 Palisades and Eaton wildfires in Los Angeles, we conducted a field study to characterize indoor air quality and surface contamination in 19 homes before re-occupancy. Indoor PM₂.₅ and PM₁₀ concentrations averaged [...]
Real-time GIS for Programming and Geocomputation
Published: 2025-08-02
Subjects: Engineering
Streaming data generated continuously from sensor networks, mobile devices, social media platforms and other edge devices have posed significant challenges to existing computing platforms for achieving both high throughput and low latency data processing in addition to scalable computing. This paper introduces a real-time computing and programming platform for time-critical GIS (Geographic [...]
Assessing Indoor Versus Outdoor PM2.5 Concentrations During the 2025 Los Angeles Fires Using the PurpleAir Sensor Network
Published: 2025-07-30
Subjects: Engineering
In January 2025, a series of fast-moving wildland-urban-interface (WUI) fires swept through the Los Angeles (LA) metropolitan area, causing severe air pollution. While the impacts of WUI fires on outdoor air quality have been extensively studied, indoor exposure remains less understood, despite most people sheltering indoors during WUI fires. This study investigates the spatial and temporal [...]
Experiments to Systematically Evaluate the Role of Cohesion in River Morphodynamics
Published: 2025-07-30
Subjects: Earth Sciences, Engineering, Engineering Science and Materials, Environmental Sciences, Materials Science and Engineering, Mechanical Engineering, Other Engineering, Social and Behavioral Sciences
While cohesion is thought to be an important control on sediment transport, few studies have systematically examined the role of cohesion in river morphodynamics. In this study we use simplified, small-scale laboratory experiments to investigate how increasing sediment cohesion affects the morphometrics of fluvial channels. Experiments were conducted in a laminar flume with a mixture of [...]
Automated Load–Settlement Prediction of Shallow Foundations from Pushed-in PENCEL Pressuremeter Data Based on Briaud (2007) Method: A Python-Based Framework
Published: 2025-07-25
Subjects: Engineering
This study presents a fully automated, Python-based framework for predicting shallow foundation settlements from pushed-in PENCEL pressuremeter (PPMT) data, using an adapted implementation of Briaud’s (2007) method. The framework transforms raw in-situ test results into design-grade load–settlement curves by automating key analytical steps, including borehole wall-point detection, Lemée-type [...]
Gauging the Effectiveness and Translatability of Oil Spill Response Technologies to Plastic Pellet Spills
Published: 2025-07-25
Subjects: Engineering
Plastic pellet spills are a growing environmental concern, yet response strategies remain limited and poorly adapted. This study evaluates whether existing oil spill recovery tools, including booms, skimmers, and specialized vessels, can be repurposed to respond to acute releases of plastic pellets. Plastic pellets, while small (typically 1–5 mm in diameter), are characterized by complex physical [...]
Assessing uncertainty of source rock properties using Monte Carlo basin modeling – Application to Canning Basin, Australia
Published: 2025-07-23
Subjects: Applied Statistics, Earth Sciences, Engineering, Environmental Sciences, Geochemistry, Geology, Geophysics and Seismology, Oil, Gas, and Energy, Physical Sciences and Mathematics, Risk Analysis, Statistics and Probability, Stratigraphy
This study presents a Monte Carlo basin modeling framework for quantifying uncertainty in source rock property predictions by integrating geological, geophysical, and geochemical inputs. The approach accounts for variability in petrological parameters from rock physics inversion, paleo-erosion magnitudes, organic facies properties, and boundary conditions to simulate source rock properties such [...]
Recommendations for improving the design, amenity and performance of privately owned, small-scale biobasins
Published: 2025-07-13
Subjects: Engineering, Life Sciences
Due to spatial constraints in cities, it is increasingly challenging to integrate appropriate water sensitive urban design (WSUD) solutions. There has been a shift from larger, precinct-scale bioretention systems owned by local governments to smaller scale ‘biobasins’ managed by private landholders. This shift has brought about unique challenges in regulation, design, maintenance, and [...]
Thermal analysis of meso-scale high-temperature Borehole Thermal Energy Storage (BTES) systems with varying operational cycles
Published: 2025-07-12
Subjects: Engineering, Environmental Engineering, Other Mechanical Engineering
High temperature and short-term subsurface heat storage using BTES is a promising option and an emerging technology for increasing the fraction of renewable energy in the heat sector and supplying stored heat at high and directly usable temperatures. Investigation of thermal interactions of multiple BHEs employed for high-temperature cyclic storage operations is required to understand the system [...]
Towards HydroLLM: Approaches for Building a Domain-Specific Language Model for Hydrology
Published: 2025-07-11
Subjects: Engineering
As large language models (LLMs) continue to expand, their effective adaptation to specialized fields remains a critical challenge. This work presents an initial step toward the development of HydroLLM, a domain-specific LLM for hydrology. We construct a dataset of approximately 8,800 hydrology-focused question–answer pairs, each with a supporting context passage drawn from textbooks and [...]