Geography Commons^™

Automated Classification, Measurement, And Semantic Segmentation Of Open-Web Joists From Point Cloud Data, Justin Raymond Dworacek

Theses and Dissertations

This thesis presents a BIM-oriented methodology for the automated classification, measurement, and segmentation of structural trusses from point cloud data. A real truss point cloud and a complementary synthetic dataset derived from CADBIM Revit families were used to develop and evaluate the workflow. Classification was performed using a rule-based Python algorithm based on principal component analysis, side-view feature extraction, and family-specific geometric decision logic, while a separate family-aware script was used to extract key truss dimensions. Semantic segmentation was evaluated using a PointTransformerV3 model to separate truss and non-truss points in mixed point cloud scenes. The results demonstrated strong performance …

Extreme Heat And Its Impact On Public Transit Ridership In Nyc, Craig Denton

Theses and Dissertations

This thesis explores the connection between extreme heat events and public transit ridership patterns in New York City, with a particular emphasis on low-income communities. It investigates the intersection of socioeconomic factors and heat-related challenges, analyzing how extreme temperature periods influence overall transit use and why certain routes or neighborhoods experience greater declines in ridership during these events.

Utilizing existing literature, NYC-specific transit and climate datasets, and the broader context of transit equity, this research aims to inform strategies that strengthen climate resilience within urban transportation systems. The study’s findings are intended to support policy development and planning initiatives that …

Green Extractivism And The Discursive Legitimization Of Deep-Sea Mining In The Clarion-Clipperton Zone, Kaitlyn Maritan

Theses and Dissertations

This thesis critically examines deep-sea mining as an example of green extractivism, constructed through narratives of responsible mining practices. A content analysis assesses the discursive tactics of four actors in the emerging industry; how they collectively legitimize deep-sea mining and manage the contradictions of sustainability and extractivism.

The Introduction Of High-Speed Rail And Its Impact On Mode Choice The Case Of Morocco’S Al Boraq, Michael Stewart

Theses and Dissertations

Morocco's Al Boraq, Africa's first high-speed rail line, reshaped mode choice along the Casablanca-Tangier corridor. Drawing on ONCF ridership data, 234 rider surveys, and nine months of fieldwork, this ex-post assessment finds accelerated passenger growth, substantial induced demand, and mode shift from automobiles, informing Global South HSR development.

From Guyana To Queens: The Formation Of The Indo-Guyanese Ethnoburb In New York City, 1970-1990, Lianne R. Persaud

Theses and Dissertations

Expanding on Li’s concept of ethnoburbs, this study examines Indo-Guyanese settlement in Little Guyana, Queens (1970–1990). I propose the Vertical Enclave Model, which suggests that multi-family homeownership and internal rental markets facilitated the residential permanence of working-class individuals. The IPUMS Census microdata corroborates this community’s reliance on metropolitan integration, thereby refuting traditional self-sufficient ethnic enclave theories.

A Vision-Language Model Framework For Geographically And Environmentally Informed Soundscape Assessment, Pengyu Chen

Theses and Dissertations

Sound environments shape how people experience urban spaces, yet conventional noise monitoring relies on isolated sensors that lack semantic context and spatial scalability. This study explores whether Vision-Language Models (VLMs) can infer acoustic conditions directly from street-view imagery, offering a scalable alternative to dense sensor networks. This thesis focuses on three tasks: (1) identifying visible sound sources (vehicles, pedestrians, water features); (2) predicting sound pressure levels (SPL) in decibels; and (3) classifying sound type into Natural, Mechanical, or Human categories. I collected 200 field samples across 11 cities using mobile phones and decibel meters, producing aligned image-spectrogram-dB triplets spanning diverse …

Characterizing Spatiotemporal Dynamics In Beach-Dune Systems Under Anthropogenic And High Energy Forcings, Youngjae Kim

Theses and Dissertations

Coastal regions have historically been integral to geographic research given the complex interactions among physical processes, ecological systems, human activities, and socio-economic dynamics. As global populations in low-elevation coastal zones increase, understanding the coupled human-natural dynamics becomes essential for effective hazard mitigation. This dissertation presents an analytical framework that combines high-resolution remote sensing, image classification, landscape metrics, and geomorphometry to characterize the composition, configuration, and morphodynamic trajectories of coastal systems. The research investigates multi-scale dynamics in managed and unmanaged coastal environments by integrating diverse data sources to analyze spatial and temporal variability. The framework is implemented through three distinct research …

Centralized Heat Messaging: Investigating The Forecasting And Communication Of Heat Risks, Madison Sydney Nordberg

Theses and Dissertations

Understanding of heat and its impacts has become essential to everyday life as heat continues to cause illness and fatalities across the United States, and around the globe. Defining extreme heat presents massive challenges, meaning different organizations, institutions, and researchers approach heat events differently, which is unlike any other hazard. Finding ways to get on the same page about heat’s impact on our communities is complex but necessary. Following insights and experiences gained from a 2024 health survey, a Daily Heat Risk Forecast was developed to reflect the forecasts of the three current products for every day in the Columbia …

Airbnb And The End Of The Local, Nadia Beyersdorf

Theses and Dissertations

This thesis examines how second-home ownership and self-catered tourism reshape community life in Tenby, Wales. While gentrification research often focuses on permanent displacement, less attention has been given to the movement of temporary residents that erodes local culture, social ties, and transforms everyday relationships in coastal towns.

Identifying Mobility Hub Suitability In The Mid-Sized United States Urban Area Using Weighted Overlay And Percentile Based Local Peak Analysis, Eric Asplund

Theses and Dissertations

IDENTIFYING MOBILITY HUB SUITABILITY IN THE MID-SIZED UNITED STATES URBAN AREA USING WEIGHTED OVERLAY AND PERCENTILE‑BASED LOCAL PEAK ANALYSIS

By Eric Asplund

A thesis submitted in partial fulfillment of the requirements for the degree of Master of Urban and Regional Planning at Virginia Commonwealth University.

Virginia Commonwealth University, 2026.

Major Director: Dr. Ivan Suen, Ph. D., Associate Professor, Faculty of Urban and Regional Studies and Planning

Shared mobility hubs are increasingly posited in transportation planning as interventions supporting multimodality, sustainability, and equitable access, but guidance on evaluation of potential hub locations remains uneven, particularly in mid-sized United States cities where …

High-Resolution Mapping Of Soil Moisture Variation Using Uas Thermal And Multispectral Imagery, Jackline Amma Timah

Theses and Dissertations

In agricultural landscapes, soil moisture regulates hydrologic partitioning, nutrient transport and water quality, land-atmosphere energy exchange that shapes local climate, and ecosystem resilience. However, traditional monitoring approaches, such as in-situ sensors and satellite imagery, often lack the spatial resolution required to capture fine-scale soil moisture variability. This study evaluated whether unmanned aerial system (UAS)-derived thermal, multispectral, and terrain variables can capture fine-scale spatial variability in volumetric water content (VWC) within an SRB in central Illinois.

High-resolution imagery was collected and paired with 50 field-measured VWC observations. Land surface temperature (LST), vegetation indices (NDVI and NDRE), spectral bands, and slope were …

Investigating Phosphorus Load Trends And Driving Factors In Illinois Watersheds Using Machine Learning Algorithms, Hannah Lartey

Theses and Dissertations

Phosphorus (P) pollution in Illinois watersheds has become a significant water quality concern. Recent studies have shown increasing concentrations in streams and rivers, leading to eutrophication, which damages aquatic ecosystems and threatens human health. This study examines temporal trends in total phosphorus loads across 79 monitoring stations in Illinois from 1979 to 2020 and identifies the main environmental factors that influence P load variability. Trend analyses were conducted using the nonparametric Mann-Kendall and Sen’s slope methods. GIS-based climate, hydrology, and soil property datasets were assembled for each monitoring station. These datasets were used to build machine learning models using the …

Hindcasting The Occurrence Time Of Major Earthquakes Using Machine Learning And Time Series Analysis, Rubidha Devi D

Theses and Dissertations

An earthquake is an intense shaking of the ground that typically occurs when tectonic plates move beneath the surface of the Earth. Scientists analyze historical seismic records and geophysical and atmospheric signs to build models estimating the probability of major earthquakes by detecting patterns and anomalies in data such as ground deformation and seismic waves. This study would help in predicting earthquakes to minimize risks of people and buildings. The present study investigates the devastating earthquakes along the Chilean subduction zone in South America, linking non-seismic data to machine learning predictions of Outgoing Longwave Radiation (OLR) and Relative Humidity (RH) …

Spatial Variability Of Heat Mortality Rate Relationships In Arizona At Primary Care Area Level, Ria Mukherjee

Theses and Dissertations

Heat Mortality Rates (HMR) in Arizona (AZ) are one of the highest in all of US. The HMR association with environmental, socioeconomic, demographic, and occupational factors has been widely investigated to inform mitigative policy. This study employed linear and spatial models- Ordinary Least Square (OLS), Geographically Weighted Regression (GWR) and multiscale Geographically Weighted Regression (MGWR), across AZ at Primary Care Area (PCAr) level to identify important spatial trends in HMR relationship. Results indicated a significant global association between heat mortality and environmental variables and the elderly population aged 65 and older. In contrast, the working age group between 54 and …

Relative Hazard Losses Along The Atlantic And Gulf Coasts, Erin Kemp

Theses and Dissertations

Coastal areas face a variety of natural hazards, many of which are increasing in frequency or severity due to climate change. Continued coastal development emphasizes the need for a better understanding of the impact of these hazards on coastal communities. This study aims to improve this understanding by investigating temporal, spatial, and causal patterns in county-level relative losses (RL) from hazards along the Atlantic and Gulf Coasts from 2001 to 2021. Three research questions are addressed: 1) Are relative losses increasing over time in coastal counties? 2) Where are the highest relative losses among coastal counties? and 3) Which hazards …

Reluctant Transitions: Place And Post-Extraction Politics In Southeastern Ohio, Jenna Lynn Haver

Theses and Dissertations

Based on a summer of ethnographic research in a subsection of Appalachian Ohio colloquially referred to as “The Valley,” this research challenges three narratives of this place that formulate a harmful Appalachian imaginary. The first narrative of industrycontrolled coal heritage is complicated by the way local people negotiate control over their own stories of coal and its existence outside of industry domain. The second narrative characterizes this as a space of extraction which is in tension with different social relations to varying types of energy – especially the discontinuity of the coal to fracking shift. The third narrative centers of …

Combining Remote Sensing And Field Sampling To Assess Microphytobenthos Distribution In The North Inlet Estuary, South Carolina, Joseph Carmine Mcguinn

Theses and Dissertations

The study of microphytobenthos (MPB) distributions in mudflat ecosystems is critical for understanding coastal ecosystem health and resilience. This research integrates high-resolution multispectral imagery and elevation data to predict chlorophyll-a concentrations in mudflats within the North Inlet estuary, South Carolina. Using statistical analyses, MSAVI was identified as the most effective spectral index for chlorophyll-a prediction, and a regression model was generated for this index, finding significant correlation with elevation. Temporal and spatial patterns of chlorophyll-a distributions were explored through predictive rasters, revealing significant relationships between MPB abundance and microtopography. These findings demonstrate the value of remote sensing for …

Between Florida And The World: Young People And The Politics Of Citizenship, Jessica Flach

Theses and Dissertations

This thesis critically examines how American high school students experience and make sense of global citizenship within the context of a commercial educational tour. Drawing on a case study of students from a Title I public high school in Florida, the research interrogates the narratives of civic transformation promoted by educational travel companies and explores how these narratives intersect with students’ lived realities. Combining ethnographic methods, interviews, and critical discourse analysis, the study reveals that global citizenship is not meaningfully realized through such travel experiences; rather, it is fragmented, depoliticized, and often disconnected from the civic education students receive in …

Clusters In The Storm: Regional Economic Specialization Before And After Hurricane Harvey, Gwyneth King Waddington

Theses and Dissertations

In recent years, large-scale disaster events have dominated headlines. As the world faces an increasing number of such disasters, it is crucial to understand their impacts beyond immediate monetary losses. Disasters not only directly impact individuals and businesses but may also reshape the spatial patterns of the regional economy. Through a case study of Hurricane Harvey in Texas and Louisiana, this study examines how disaster events influence regional economic specialization patterns and contribute to uneven impacts across economic supersectors and geographies. Expanding on previous methodologies, this study incorporates temporal analysis tools to identify and investigate case studies of economic change. …

To Protect The Sky From Falling, Charles Lambert

Theses and Dissertations

Using ceramic, found objects, metal and wood, my practice is a meditation and questioning of care, efficiency, repair, structure and place. Architectural elements of support rendered in clay are the initial point of entry to give a soft, lived-in quality to a built environment that is often devoid of the mark of the hand and body. Imprints of the hand are left, and the objects are often deformed in ways to subvert the perceived functionality. The focus on ceramics centers around a play with the binary of soft and hard and the external changes that create its transformation. The work …

Economic Development On The Ground: Rural Development And The Distribution Economy, John David Rinehart

Theses and Dissertations

This thesis examines the practice of economic development in the South Carolina at the county and regional level. Looking at the Interstate 95 corridor, this research examines economic development organizations in practice, using in-depth interviews with actors operating at different spatial scales. Specifically, I highlight the current ideology of development as it relates to the proliferation of warehousing and distribution in the state. I outline the ideologies of economic development professionals, including their spatial strategies and perceptions of ‘community’ as it relates to economic development goals.

My research demonstrates the extent to which rural areas have been left without the …

Mapping Fire Susceptibility Of The South Carolina Coastal Plain, Breonna Roden

Theses and Dissertations

Wildfires are a natural hazard that have occurred across the world, throughout time. Regions prone to wildfires have been experiencing changes in their fire regimes. Not only has the fire season length increased, but the fires themselves are increasing in frequency and intensity. Wildfire research has been limited for the state of South Carolina, raising concerns along with global warming and population growth. Global warming is likely to become more extreme, which can lead to droughts becoming more frequent and lasting for longer periods of time. According to the 2020 census, South Carolina was the 10th fastest-growing state, which is …

Racial Contestations Of Space: Rural Preservation And Black Municipal Development In The South Carolina Lowcountry, Sydney Elizabeth Potter Smith

Theses and Dissertations

As newcomers flock to the South Carolina Lowcountry and drive development, the region has generally implemented strategies to preserve what remains of the region’s iconic rural landscapes by restricting new development in places that are designated as “Rural Areas”. These multi-scaler growth management strategies are problematic because they frame rural preservation as benefiting the greater good and prescribe a universal solution to urban sprawl, regardless of the individual needs of rural communities. This naturalizes and perpetuates forms of racial inequality across the landscape. Simultaneously, there are alternative spatial practices that aim to improve the quality of life for rural residents …

Narratives In Motion: The New Era Of Dam Building In East Africa, Andrew Nicholas Selassie Prado-Alipui

Theses and Dissertations

Narratives of energy insecurity, underdevelopment, and resource conflict influence how African hydropower projects are justified within the broader context of climate change and demands for sustainable development. The challenge of meeting energy demands provides the overarching motivation for ambitious large-scale hydropower projects in East Africa, especially in Tanzania and Ethiopia. As development projects, the Julius Nyerere Hydropower Project (JNHPP) and the Grand Ethiopian Renaissance Dam (GERD) can be understood as vehicles of political discourse, framed as the technopolitical solution to questions of national identity that both countries face in the midst of sociopolitical and economic transformation periods. This research shows …

Simulating The Impact Of Self-Sensing Materials On Aircraft Sortie Generation, Harmoni J. Blackstock

Theses and Dissertations

In conjunction with the Air Force Research Laboratory Materials Lab(AFRL-RX), this study evaluates the potential military value of the prototype material sensing composites on Unmanned Aerial Vehicle (UAV) operations in intelligence, surveillance, reconnaissance (ISR), and close air support (CAS) missions within a contested Indo-Pacific theater. Using a Simio based simulation,UAV performance was assessed under varying combat conditions, focusing on Remote Sensing, deployment strategies, initial lay-downs, and varying loss rates. Re-sults show that UAVs equipped with Remote Sensing technology significantly improved sortie generation and logistical efficiency. Scenario 17 achieved the highest sortie rate(965.5 sorties), outperforming the next-best scenario by 25 sorties. …

Expectations Versus Reality In New Cairo's Gated Communities: An Interdisciplinary Analysis Of Socio-Spatial Features, Ala'a Marwan

Theses and Dissertations

This research aims to introduce a new framework to identify the disparities between gated community residents’ experiences and real estate developers' visions towards the development. As New Cairo experiences significant growth, many residents are increasingly relocating to gated communities. It has become crucial to assess users’ expectations before moving and their lived experience post-moving to allocate the gaps between their expectations and reality, otherwise, the GC developments will grow apart from users’ updated preferences. The research focuses on the socio-spatial qualities such as accessibility to services and facilities, community interaction, and vast green areas between buildings for privacy, all of …

Geospatial Machine Learning Approaches For Studying Urbanization Impact, Surface Reflectance Patterns, And Groundwater Health Risks, Bibhash Nath

Theses and Dissertations

Geospatial machine learning techniques have been used to study: the impact of urbanization on land use and land cover change, surface reflectance patterns in boreal regions, and groundwater health risks from arsenic in India. These studies combined spatial data, remote sensing, and predictive models to gain valuable insights for sustainable living and protecting human health.

Using Spatial Network Analysis To Explore Migration Of Extended Families In Historical Research, Rock Miller

Theses and Dissertations

This project proposes a geoinformatics approach for understanding the migration of extended families in historical contexts. It uses full-count longitudinal census data (developed by the Minnesota Population Center) and graph methods to define multi-generational extended family relationships and to model the locational structures of these families as a spatial network. Graph algorithms and mapping methods are used to interrogate these structures as reflections of the patterns of family outmigration and extension over time. The study is based on a set of extended families resident in a 15-county study area in the Bluegrass region of Kentucky in 1870, and their evolution …

Forest Above-Ground Biomass Estimation Using Nasa Gedi Lidar Waveforms And Global Tree Allometry, Ian Grant

Theses and Dissertations

Above-ground forest biomass plays a crucial role in global carbon cycles, yet accurately estimating biomass at global scales remains challenging. This thesis addresses two key challenges in processing NASA’s Global Ecosystem Dynamics Investigation (GEDI) space-borne lidar data to estimate above-ground biomass density (AGBD): accounting for global variation in forest structure and developing robust physical interpretations of lidar returns. The first component of the thesis analyzes global patterns of tree allometry using the Tallo tree allometry dataset, examining relationships between tree dimensions across biomes, continents, and plant functional types. This analysis reveals consistent allometry across continents for some biomes (e.g., tropical …

Exploring Heat Variations In Columbia, South Carolina, Michael Graeme Hohlfeld

Theses and Dissertations

As the leading cause of weather-related fatalities in the United States, the concept of heat as a hazard has been studied for decades, especially in the urban environment. Urban heat island research is limited by the fact that most investigate land surface temperature rather than air temperature and other variables that affect human comfort including humidity. This thesis utilizes a public network of weather stations in Richland County, South Carolina to investigate differences in heat between the city of Columbia, and more rural parts of the county. The study period was June, July, and August of 2022. Results indicate that …