Preprints
Filtering by Subject: Environmental Monitoring
Transformer Assisted U-Net for Marine Litter Detection on Sentinel-2 Imagery
Published: 2025-10-05
Subjects: Environmental Monitoring
The contamination of marine environments with man-made litter is a growing nation-wide concern. Satellite imagery combined with deep learning–based detection models has emerged as a robust and cost-effective solution for large-scale marine litter monitoring. In this article, we present a novel deep learning-based scheme to detect marine litter using Sentinel-2 imagery based on the Deep UNet [...]
Insights from the Unseen - Occlusion in Forest Laser Scanning
Published: 2025-09-24
Subjects: Environmental Monitoring, Forest Sciences, Other Forestry and Forest Sciences
Laser scanning is a powerful tool for assessing the structural complexity of forests and its role in ecosystem processes and functioning. Laser scans are however highly affected by occlusion (where objects block laser pulses), resulting in data gaps within the 3D representation of the forest. Although occlusion is a well-known and frequently discussed challenge for estimating forest structural [...]
Detection of coastal flooding with TinyCamML: a low-cost, privacy-preserving cellular-connected camera with onboard ML
Published: 2025-09-18
Subjects: Environmental Monitoring, Other Civil and Environmental Engineering, Other Oceanography and Atmospheric Sciences and Meteorology, Systems and Communications
Chronic flooding is an issue for low-lying coastal communities globally, and it is expected to worsen with rising sea levels. In contrast to floods driven by extreme storms, predicting when and where these floods occur can be difficult as they can be hyper-local and short-lived, depending on the flood drivers (e.g., tides, rain). These factors make it difficult to measure the full spatial and [...]
Quantification of natural CO2 emissions from mofettes using a low-cost sensor network at the Starzach site in south-west Germany
Published: 2025-09-04
Subjects: Atmospheric Sciences, Environmental Monitoring, Meteorology
We present a top-down method to derive carbon dioxide (CO2) emissions from mofettes, using only point measurement time series at irregular locations. Notably, no wind vector information is needed, as gas transport is derived from cross-correlations between sensor stations and subsequently integrated using Gauss’ divergence theorem. The method is applied to an existing low-cost sensor network at [...]
A Quantitative Analysis of Light Pollution in Gurgaon and a Deepened Understanding of its Impacts
Published: 2025-09-03
Subjects: Environmental Indicators and Impact Assessment, Environmental Monitoring, Environmental Sciences
Light pollution is an emerging environmental and health challenge in rapidly urbanizing Indian cities. This study quantifies night-sky brightness across Gurgaon using a low-cost, Arduino-based Sky Quality Meter (SQM) and integrates these measurements with perception surveys from 91 residents. A total of 62 ground-based data points were collected, revealing distinct spatial variations: highly [...]
Advancing Long-Horizon Hydrological Forecasting: A Mamba-based Approach with Explainable AI for Generalized Streamflow Prediction
Published: 2025-09-02
Subjects: Environmental Engineering, Environmental Monitoring, Hydraulic Engineering, Hydrology, Numerical Analysis and Scientific Computing
Accurate long-horizon streamflow forecasting is crucial for water resource management, but existing models often face efficiency and interpretability challenges. This study comprehensively evaluates the Mamba architecture, which utilizes State Space Models for efficient sequence processing, for 120-hour hourly generalized streamflow prediction across 125 diverse Iowa watersheds using 72-hour [...]
Governing transboundary river barriers: adaptive management challenges in South and Southeast Asia
Published: 2025-08-30
Subjects: Environmental Health and Protection, Environmental Monitoring, Hydrology, Sustainability, Terrestrial and Aquatic Ecology, Water Resource Management
Using X-ray Fluorescence to Detect Automobile Heavy Metal Pollution in Los Angeles Soils with Copper and Palladium as Indicators
Published: 2025-08-29
Subjects: Earth Sciences, Environmental Health and Protection, Environmental Indicators and Impact Assessment, Environmental Monitoring, Environmental Sciences, Geochemistry, Physical Sciences and Mathematics
This project evaluates the effectiveness of using portable X-ray Fluorescence (XRF) to detect soil composition matrices that show patterns of anthropogenic influence. We explore 26 areas within Los Angeles County, California, that have various amounts of traffic; classifying each locale as Urban or Recreational. The main elements of interest are copper and palladium. These indicators are largely [...]
3D surface displacement estimation over the Groningen gas field, the Netherlands
Published: 2025-08-29
Subjects: Earth Sciences, Environmental Monitoring, Geophysics and Seismology, Mining Engineering, Oil, Gas, and Energy
Since 1964, the Groningen gas field in the Netherlands has experienced significant subsidence due to gas extraction. Although InSAR has been widely used to estimate the vertical displacements of the field, capturing the full three-dimensional deformation, including omnidirectional horizontal components, remained a challenge and has only been achieved from spatially sparse GNSS observations. The [...]
Redefining Uncertainty: A Complete Bayesian Workflow for Ocean Color Remote Sensing
Published: 2025-08-28
Subjects: Environmental Monitoring, Marine Biology, Oceanography, Oceanography and Atmospheric Sciences and Meteorology, Other Earth Sciences
Traditional satellite ocean color algorithms for chlorophyll-a and inherent optical property retrieval rely on deterministic regression models that typically produce single-point predictions without explicit uncertainty quantification. The absence of uncertainty awareness undermines in-situ/model match-ups, reduces predictive reliability, and ultimately erodes user confidence. In the present [...]
Two decades of land cover changes in the Colombian Andes
Published: 2025-08-27
Subjects: Environmental Monitoring, Other Earth Sciences
The Colombian Andes faces severe anthropogenic pressures from deforestation, agricultural expansion, mining, and urban development. Given its status as one of the world’s biodiversity hotspot, land cover monitoring for effective conservation strategies and sustainable development planning is essential. While early research relied on coarse or medium-resolution satellite imagery for limited [...]
The Grand Challenges of WPI-AIMEC: Executive Summary
Published: 2025-08-21
Subjects: Biodiversity, Biology, Climate, Databases and Information Systems, Earth Sciences, Ecology and Evolutionary Biology, Environmental Microbiology and Microbial Ecology Life Sciences, Environmental Monitoring, Environmental Sciences, Environmental Studies, Geographic Information Sciences, Marine Biology, Nature and Society Relations, Oceanography, Oceanography and Atmospheric Sciences and Meteorology, Planetary Biogeochemistry, Remote Sensing, Sustainability
The ocean has a heat capacity 1,000 times greater than that of the atmosphere and stores 50 times more carbon comparatively, thus, constituting a major sink of anthropogenically released greenhouse gases. Warming effects of human activities on the climate system are now undeniably shown to impact marine life and ecosystems, both directly via warming of the ocean and/or indirectly altering ocean [...]
High-resolution Digital Terrain Model and Land-surface Parameters of São Sebastião and Ilhabela, southeastern Brazil
Published: 2025-08-21
Subjects: Environmental Monitoring, Geology, Geomorphology, Nature and Society Relations, Physical and Environmental Geography, Remote Sensing
Effective disaster risk management and detailed environmental studies in landslide-prone regions require high-resolution and accurate Digital Terrain Models (DTMs). This work describes the development of a 2~m-resolution lidar-based DTM and an extensive set of land-surface parameters (LSPs) for the municipalities of São Sebastião and Ilhabela, southeastern Brazil. The dataset was generated from [...]
The Indispensable Role of Weather Data in Consumer Spending Prediction: A Robust Machine Learning Assessment
Published: 2025-07-31
Subjects: Climate, Environmental Indicators and Impact Assessment, Environmental Monitoring, Meteorology
Accurate forecasting of daily consumer spending is crucial for strategic decision-making in the retail sector, yet the dynamic influence of weather is often underestimated or insufficiently integrated into predictive models. This study presents a comprehensive evaluation of incorporating both historical and 7-day weather forecast data on predicting consumer spending amounts across three diverse [...]
Exploration of Gold, Copper, Magnetite, Hematite, Manganese, Magnesium, Chromite, Antimony, Bauxite, Industrial soils, Nickel, Cobalt, Lead, Lithium minerals using Landsat8 satellite
Published: 2025-07-31
Subjects: Environmental Education, Environmental Health and Protection, Environmental Monitoring, Geophysics and Seismology, Mineral Physics, Natural Resource Economics, Natural Resources and Conservation, Natural Resources Management and Policy, Other Earth Sciences, Other Environmental Sciences
In this study, we provided an accurate and complete method for exploration and analysis of Gold, Copper, Magnetite, Hematite, Manganese, Magnesium, Chromite, Antimony, Bauxite, Industrial soils, Nickel, Cobalt, Lead and Lithium minerals in the desired area. Mineral exploration can be done using the seven bands from Landsat8 satellite images, through combination of different maps, a specific color [...]