Preprints
Filtering by Subject: Spatial Science
ConLoRA-Sat: Parameter-Efficient Synthetic Satellite Imagery Generation for Data-Scarce Humanitarian Contexts
Published: 2026-10-14
Subjects: Computer Engineering, Geographic Information Sciences, Remote Sensing, Spatial Science
Data scarcity constrains Geospatial Artificial Intelligence (GeoAI) in regions such as the Horn of Africa. One example is United Nations peacekeeping training, which needs fictitious yet geographically plausible terrain rather than identifiable real locations. This article presents ConLoRA-Sat, a framework that generates satellite imagery with controllable land cover, together with a segmentation [...]
The Spatial Journey: A Visual Narrative of the Keffi to Makurdi Field Trip
Published: 2026-10-08
Subjects: Earth Sciences, Education, Environmental Education, Environmental Sciences, Environmental Studies, Geographic Information Sciences, Geography, Outdoor Education, Physical and Environmental Geography, Spatial Science
Background: Field-based education is a critical academic component in geographical studies, designed to bridge theoretical knowledge with empirical observation. This paper reports on the development of a visual and interactive geospatial narrative based on a five-day geography educational field trip from Keffi to Makurdi, Nigeria, from the 26th to the 30th of August 2024. Objective: The primary [...]
Understanding Spatiotemporal Dynamics of Urban Water Bodies via Multi-Classifier Machine Learning Approaches in Semi-Arid Ahmedabad City
Published: 2026-10-08
Subjects: Environmental Engineering, Hydrology, Remote Sensing, Spatial Science, Water Resource Management
The research examines the spatiotemporal change of water bodies in Ahmedabad city in western part of India which is a rapidly urbanizing area. It integrates high-resolution remote sensing data with modern machine learning approaches. Understanding the long-term pattern is crucial to understanding and managing the water resources in the changing climate, also city experiences the low precipitation [...]
Local ETM+ to OLI EVI Harmonisation in Tropical Forest Environments
Published: 2026-10-03
Subjects: Geographic Information Sciences, Geography, Human Geography, Remote Sensing, Spatial Science
This report evaluates ETM+ to OLI EVI harmonisation in tropical forest environments us-ing 8,988,291 paired observations. Results show strong linear correspondence but substan-tial acquisition-to-acquisition variability. The empirical relationship differs markedly from the CONUS-derived framework of Roy et al. (2016), indicating that its direct application is not supported under the investigated [...]
GeoAgent: An Agent-Based QGIS Plugin for Natural-Language-Driven Geospatial Analysis with Multi-Backend Large Language Model Support
Published: 2026-10-01
Subjects: Computer and Systems Architecture, Geographic Information Sciences, Other Earth Sciences, Spatial Science
Geospatial analysis is essential across the earth and environmental sciences, yet conventional geographic information systems (GIS) rely on a procedure-oriented paradigm that demands substantial operational expertise. We present GeoAgent, an open-source QGIS plugin that enables goal-driven geospatial workflows through natural language conversation powered by large language models (LLMs). GeoAgent [...]
Recent Changes in Lake Chad’s Surface Water Extent: A Remote Sensing Assessment Using Sentinel-2 Land Cover Data (2017-2025)
Published: 2026-09-24
Subjects: Earth Sciences, Environmental Sciences, Environmental Studies, Geographic Information Sciences, Physical and Environmental Geography, Remote Sensing, Spatial Science
Lake Chad is an endorheic freshwater lake located at the junction of four countries; Nigeria, Niger, Chad, and Cameroon in West-Central Africa. Lake Chad, once one of Africa’s largest freshwater bodies, has experienced significant hydrological fluctuations over the past decades. While long-term historical analyses highlight a severe 90% surface area contraction since the 1960s, short-term [...]
Predicting Elephant Crop-Raiding with Machine Learning to Inform Conservation Planning: A Case Study Comparing the Performance and Tradeoffs of GeoAI Algorithms in Northwestern Zimbabwe
Published: 2026-09-23
Subjects: Natural Resources and Conservation, Nature and Society Relations, Remote Sensing, Spatial Science
Human–elephant conflict (HEC) is a persistent socio-environmental challenge arising from the intersection of wildlife ecology, land use change, and development. African savanna elephants (Loxodonta africana) come into conflict with humans when space and resource needs overlap. Patterns of HEC are complex and the relationships between drivers and conflict are not always linear. In northwestern [...]
Geodesic Location–Allocation for Liquefaction Investigation Coverage in Uttarakhand, India
Published: 2026-09-20
Subjects: Geographic Information Sciences, Geophysics and Seismology, Geotechnical Engineering, Operations Research, Systems Engineering and Industrial Engineering, Physical and Environmental Geography, Spatial Science
Site-scale liquefaction investigations in Uttarakhand are concentrated in the Roorkee–Haridwar and Rudrapur–Khatima corridors. This article asks a narrower, operational question: where should a limited reconnaissance programme investigate next to reduce geographic gaps in that evidence? Fifteen settlement-centred nodes were represented as a complete weighted graph, with four literature-supported [...]
Was the Pre-Event SWIR Anomaly at Tsangbu Ri a Genuine Glacier-Collapse Precursor? A Calibrated Multi-Glacier Test of the 2026 Case
Published: 2026-09-19
Subjects: Applied Statistics, Geographic Information Sciences, Geology, Geomorphology, Glaciology, Hydrology, Planetary Geology, Planetary Glaciology, Remote Sensing, Spatial Science, Tectonics and Structure
On 26 August 2026 a compound bedrock-and-glacier failure on the northern flank of the Langtang Lirung–Tsangbu Ri (Kimshung) massif, Nepal–China border, generated a rock–ice avalanche and a catastrophic downstream flood along the Bhotekoshi–Trishuli river system. A pre-event Sentinel-2 shortwave-infrared (SWIR2–NIR–Red) composite (12 August 2026) shows a sharply bounded, strongly saturated [...]
Spatio-Temporal Analysis of Urban Expansion in Awka and its Environs, Nigeria Using Sentinel-2 Satellite Imagery and Google Earth Engine (2021 to 2026)
Published: 2026-09-16
Subjects: Remote Sensing, Spatial Science
Abstract Rapid urbanization in secondary administrative and educational hubs across sub-Saharan Africa presents significant challenges for regional planning, infrastructure development, and sustainable resource allocation. This study evaluates the spatio-temporal dynamics of urban expansion in Awka and its environs Anambra State, Nigeria, between 2021 and 2026 using cloud-based remote sensing [...]
BORDER OPTICS : Satellite Verification of India's Vibrant Villages Programme: A Compositing-Window Robustness Assessment of Border-Village Development
Published: 2026-09-05
Subjects: Earth Sciences, Environmental Education, Environmental Indicators and Impact Assessment, Environmental Monitoring, Environmental Sciences, Environmental Studies, Geographic Information Sciences, Geography, Human Geography, Natural Resource Economics, Natural Resources and Conservation, Natural Resources Management and Policy, Nature and Society Relations, Physical and Environmental Geography, Remote Sensing, Spatial Science, Sustainability
Ask the Government of India if things have worked out for them with their flagship scheme for the Border Villages, the honest answer (on parliamentary record) is No, it has never been verified anywhere. The Vibrant Villages Programme (VVP-I) has approved around ₹4,800 crore in support of 2,967 villages in five Himalayan border states/union territories including 662 villages marked 'priority' for [...]
ECOCIDE: Quantifying War-Time Environmental Damage: A Difference-in-Differences Analysis of the Kakhovka Dam Destruction
Published: 2026-09-05
Subjects: Applied Statistics, Biodiversity, Earth Sciences, Environmental Sciences, Geographic Information Sciences, Geography, Human Geography, International and Area Studies, Other Geography, Physical and Environmental Geography, Remote Sensing, Spatial Science, Statistical Methodology, Statistical Models, Statistics and Probability
Abstract: International law organisations are actively looking into declaring "ecocide" -- mass environmental destruction -- as a prosecutable international crime and in September 2024, Vanuatu, Fiji and Samoa submitted a proposed amendment to Rome Statute. No consistent, statistically sound method yet has been developed to document such a claim of harm, however, because prior environmental [...]
Independent Verification of the European Climate Law's Effect on Nitrogen Dioxide Pollution: A Satellite-Derived, Difference-in-Differences Analysis
Published: 2026-09-05
Subjects: Earth Sciences, Environmental Sciences, Environmental Studies, Geographic Information Sciences, Geography, International and Area Studies, Oceanography and Atmospheric Sciences and Meteorology, Physical and Environmental Geography, Remote Sensing, Spatial Science, Statistics and Probability
Satellite observations make it easy to compare air pollution in countries that adopted a policy with countries that did not. This paper examines what such a comparison identifies. It uses Sentinel-5P TROPOMI tropospheric NO₂ for 2019–2024 and a country-level difference-in-differences (DiD) model of the European Climate Law that compares the EU-27 with nine neighbouring non-EU countries. NO₂ fell [...]
The Vulnerability Spiral: Compound Climate Risk Across Five Islands
Published: 2026-09-05
Subjects: Biodiversity, Earth Sciences, Environmental Monitoring, Environmental Sciences, Environmental Studies, Geographic Information Sciences, Geography, Geomorphology, Hydrology, International and Area Studies, Marine Biology, Natural Resource Economics, Nature and Society Relations, Oceanography and Atmospheric Sciences and Meteorology, Other Environmental Sciences, Other Geography, Remote Sensing, Spatial Science, Statistical Methodology, Statistical Models, Sustainability
Low islands face two threats at once: the sea rising, and the reefs and mangroves that buffer it weakening. I measured both across 5 island groups in 3 ocean basins (Maldives, Lakshadweep, Seychelles, Fiji and the Canary Islands), testing mangroves and coral reefs as separate pathways. Exposure is the share of people (WorldPop 2020) living on land at or below 1 m, on a bare earth elevation model [...]
Testing the Fluorescence Advantage: Solar-Induced Fluorescence as an Early Indicator of Agricultural Drought Stress in Marathwada, Maharashtra
Published: 2026-09-04
Subjects: Agriculture, Biodiversity, Ecology and Evolutionary Biology, Environmental Studies, Forest Sciences, Geographic Information Sciences, Geography, Nature and Society Relations, Remote Sensing, Spatial Science
India uses rainfall deficits and vegetation indices such as NDVI to declare drought, and PMFBY crop-insurance payouts depend on these declarations. Solar-Induced Fluorescence (SIF) is linked to photosynthesis, so many expect it to show drought stress earlier than NDVI. I tested this in the eight districts of Marathwada, Maharashtra, over nine Kharif seasons (2015–2023). I compared [...]