Spatial Science Commons^™

Opportunities And Challenges Of Geospatial Analysis For Promoting Urban Livability In The Era Of Big Data And Machine Learning, Anna Kovacs-Györi, Alin Ristea, Clemens Havas, Michael Mehaffy, Hartwig H. Hochmair, Bernd Resch, Levente Juhasz, Arthur Lehner, Laxmi Ramasubramanian, Thomas Blaschke

GIS Center

Urban systems involve a multitude of closely intertwined components, which are more measurable than before due to new sensors, data collection, and spatio-temporal analysis methods. Turning these data into knowledge to facilitate planning efforts in addressing current challenges of urban complex systems requires advanced interdisciplinary analysis methods, such as urban informatics or urban data science. Yet, by applying a purely data-driven approach, it is too easy to get lost in the ‘forest’ of data, and to miss the ‘trees’ of successful, livable cities that are the ultimate aim of urban planning. This paper assesses how geospatial data, and urban analysis, …

A Novel Spatio-Temporal Examination Of Children's Accessibility, Exposure, And Engagement To Parks And Recreation Spaces In Middlesex-London, Ontario, Malcolm K. Little

Electronic Thesis and Dissertation Repository

Children are spending more free time engaged in activities indoors, rather than in outdoor environments such as parks and recreation spaces. Parks and recreation spaces provide amenities that promote physical, cognitive, and social health among children. As it relates to the complexities of children’s living situations, properly measuring children’s levels of interactions with these spaces is poorly understood in geography research.

By examining various attributes of children, this thesis improves on the measurement of children’s levels of interactions with parks and recreation spaces. Research herein utilized household survey data, a high-resolution GIS dataset of environmental factors, and GPS logs from …

Assessing The Vulnerability Of Monterey Bay Area Seniors To Covid-19, Ethan A. Quaranta, Gerhard L. Gross

Culture, Society, and Praxis

This paper assesses the vulnerability of seniors residing in the Monterey Bay Tri-County Region to the COVID-19 pandemic. Due to weakened immune systems, seniors are the most at-risk members of our community to COVID-19, and have a death rate that is three times higher than the overall death rate to COVID-19. Using standard ambulance response times from each hospital throughout the area, our objective is to determine what proportion of Tri-County seniors aged 65 and over, including those who are in nursing homes, are living independently, and cannot afford health care, were within an adequate travel time to the hospital. …

Quantifying The Simultaneous Effect Of Socio-Economic Predictors And Build Environment On Spatial Crime Trends, Alfieri Daniel Ek

Graduate Theses and Dissertations

Proper allocation of law enforcement agencies falls under the umbrella of risk terrainmodeling (Caplan et al., 2011, 2015; Drawve, 2016) that primarily focuses on crime prediction and prevention by spatially aggregating response and predictor variables of interest. Although mental health incidents demand resource allocation from law enforcement agencies and the city, relatively less emphasis has been placed on building spatial models for mental health incidents events. Analyzing spatial mental health events in Little Rock, AR over 2015 to 2018, we found evidence of spatial heterogeneity via Moran’s I statistic. A spatial modeling framework is then built using generalized linear models, …

Sea Level Rise Impact Assessment Tool – A Web-Based Application For Community Resilience In Coral Gables, Florida, Levente Juhasz, Hartwig H. Hochmair, Sheyla Aguilar De Santana, Zhaohui J. Fu

GIS Center

No abstract provided.

Examination Of Institutional Investment In The United States Of America From 1999 To 2018, Martin R. Lefebvre

Electronic Thesis and Dissertation Repository

This thesis examines the evolution of spatial preference of institutional investors located in the United States of America for the time period of 1999 to 2018 using a mix of exploratory data analysis techniques and more sophisticated space-time and machine learning techniques such as ESRI Space-Time cube and Latent Dirichlet Allocation topic modeling. This thesis concludes that despite having the appearance of a footloose industry due to almost negligible fixed costs, institutional investors are attracted to highly dynamic urban centres and on the 20 year time horizon, appear surprisingly sticky in their location preference. This is consistent with the belief …

The Provision Of Educational Needs Of The Old City Of Sana'a According To The Concept Of Sustainable Preservation, Ali Amer

Journal of the Arab American University مجلة الجامعة العربية الامريكية للبحوث

The idea of sustainable development begun in the eighties of the 20th century, soon after, this concepts started to be use in different fields, including the preservation of historical cities, which known as sustainable preservation. Sustainable preservation cares about using the valuable cultural heritage to meet the modern needs of the historical cities as a way of continuously preserving the heritage, and to bring it to the next generations as good as possible.

The current lack of educational environment in the old city of Sanaa is one of the main dangers to preserve the authentically of the ancient city, especially …

Uncertain Regional Urbanism In Venezuela. Government, Infrastructure And Environment, Fabio Capra-Ribeiro

Faculty Publications

Uncertain Regional Urbanism in Venezuela explores the changes cities face when they become metropolises, forming expanding regions which create both potential and problems within settlements. To do so, it focuses on three metropolitan areas located in Venezuela’s Center-North region: Caracas, Maracay and Valencia, designated as "Camava."

Considering three core topics, government and territorial administration, infrastructure and environment, as well as looking at the reciprocal impact, this book describes and analyzes the determinant variables that characterize the phenomenon of regional urbanization in this area and in the wider Global South. It includes documentary research, semi-structured interviews and Delphi methodology, involving a …

Seeking Stakeholder’S Perspectives Of The Marine Spatial Planning Process In Kenya To Inform Its Evaluation, Maureen Kanini Kitheka

World Maritime University Dissertations

No abstract provided.

There Are Large Disparities Between U.S. States In Cardiovascular Mortality Among Adults Aged 55 And Older, Nader Mehri

Population Health Research Brief Series

Over the past 20 years, declines in cardiovascular disease mortality rates have been much smaller in some U.S. states than others. Rates have also started to increase in some states in recent years.

Flooding Negatively Affects Health And Rural America Is Not Immune, Danielle Rhubart

Population Health Research Brief Series

Flooding is on the rise in the US and rural states are not immune. Chronic and one-time flood events can have devastating consequences for financial well-being, with residual impacts on mental and physical health.

The U.S. Rural Mortality Penalty Is Wide And Growing, Shannon M. Monnat

Population Health Research Brief Series

In the U.S., rural mortality rates are much higher than those in urban areas, and the gap has widened in recent years. Several causes of death are to blame.

The Use Of Green Pond Conglomerate As Building Stone In Morris County, New Jersey, Gregory A. Pope

Department of Earth and Environmental Studies Faculty Scholarship and Creative Works

Green Pond Conglomerate (GPC) is a maroon colored quartzite with white quartz pebbles, a classic “puddingstone”. GPC derives from a NW-SW-trending sliver of Paleozoic sediments, the “Green Pond Outlier”, surrounded by older metamorphic and igneous rocks of Morris and Passaic Counties. Buildings, retaining walls, field fences, and monuments incorporate the durable and attractive stone, in a distinct geographic area of Morris County. Several instances of structures completely constructed or faced with GPC occur in and around Morristown, limited to affluent houses and one prominent church. In these cases, GPC stones were dressed and faced, a labor-intensive effort. Elsewhere in the …

Using Spatial Analysis And Machine Learning Techniques To Develop A Comprehensive Highway-Rail Grade Crossing Consolidation Model, Samira Soleimani

LSU Doctoral Dissertations

The safety of highway-railroad grade crossings (HRGC) is still an issue in the United States of America (USA). The grade crossing is where a railroad crosses a road at the same level without any over or underpass. To improve the safety of crossings, the crossings’ condition should be explored from several aspects such as engineering design (speed limit, warning signs, etc.), road condition (number of lanes, surface markings, etc.), rail design (the type of track, ballast, etc.), temporal variables (weather, visibility, time of day, lightning, etc.), social variables (population, race, etc.), and last but not least, spatial variables (the type …

A Neighborhood-Level Perspective Of Real Estate Determinants In Three U.S. Cities, Mikhail Samarin, Madhuri Sharma

International Journal of Geospatial and Environmental Research

This study examines the relationships between commonly available socio-economic and environmental determinants of real estate (crime, quality of schools, racial/ethnic diversity, and built environment) and real estate values in socially and politically recognized units in the three largest cities of the U.S.—New York, Los Angeles, and Chicago. Utilizing a variety of data sources used by potential real estate buyers, we conduct correlations, mapping, and multiple regression analyses to identify the degrees and strengths of associations between select determinants and real estate values at these politically recognized units. Results suggest that the cities exhibit similar patterns for crime-related characteristics and quality …

Predicting And Mapping Plethodontid Salamander Abundance Using Lidar-Derived Terrain And Vegetation Characteristics, Marco Antonio Contreras, Wesley A. Staats, Steve J. Price

Forestry and Natural Resources Faculty Publications

Aim of the study: Use LiDAR-derived vegetation and terrain characteristics to develop abundance and occupancy predictions for two terrestrial salamander species, Plethodon glutinosus and P. kentucki, and map abundance to identify vegetation and terrain characteristics affecting their distribution.

Area of study: The 1,550-ha Clemons Fork watershed, part of the University of Kentucky’s Robinson Forest in southeastern Kentucky, USA.

Materials and methods: We quantified the abundance of salamanders using 45 field transects, which were visited three times, placed across varying soil moisture and canopy cover conditions. We created several LiDAR-derived vegetation and terrain layers and used these …

Land Suitability Analysis For Windfarm Development In Texas, Robert Laszlo Milecz

Electronic Theses and Dissertations

Due to the negative impact on the environment of conventional electric power generation methods, especially coal and oil-fired generating plants, wind power as an alternative for sustainable energy has received more attention in recent years. The purpose of this project was to apply Geographic Information System (GIS), integrated with Multi Criteria Decision Making (MCDM), for identifying suitable areas for wind turbine applications in Texas. Factors taken into consideration included socioeconomic criteria such as distance to highways, proximity to airports and urban areas, localized environmental criteria such as terrain slope and distance to rivers, affected waterbodies, and wildlife management areas. Also …

Identifying Smokestacks In Remotely Sensed Imagery Via Deep Learning Algorithms, Kenneth Moss

Masters Theses

Locating smokestacks in remote sensing imagery is a crucial first step to calculating smokestack heights, which allows for the accurate modeling of dioxin pollution spread and the study of resulting health impacts. In the interest of automating this process, this thesis examines deep learning networks and how changes in input datasets and network architecture affect image detection accuracy. This initial image detection serves as the first step in automated object recognition and height calculation. While this is applicable to general land use classification, this study specifically addresses detecting smokestack images. Different dataset scenarios are generated from the massive Functional Map …

La Apropiación Social Y Espacial De Vivienda De Interés Prioritario (Vip): Casos Las Flores Y La Aurora En La Ciudad De Medellín, Katy L. Millán Otero, Jorge E. Vasquez

The Qualitative Report

El aseguramiento de vivienda como medio que permite la protección de una persona, es considerado una de las necesidades de primer orden en tanto su ausencia amenaza la supervivencia humana. Su demanda constante hace que mecanismos de formalización como las normas y las políticas la contemplen como un bien de relevancia social que debe ser asegurado y reconocido por el Estado y acogido por sus destinatarios. En ese sentido se propone comprender la apropiación socioespacial de los beneficiarios de VIP de Las Flores y La Aurora, Nuevo Occidente, en Medellín, Colombia. La metodología empleada fue cualitativa y sobre su base …

Triple Threat Gateway? Respiratory Health, Demographics And Land Use In Metro East St. Louis, Missouri-Illinois, Usa, Stacey R. Brown-Amilian

International Journal of Geospatial and Environmental Research

This paper examines a triple threat for residents of two counties in the St. Louis metropolitan area. Previous environmental justice research has focused on demographics and toxic facilities. This research builds upon those assessments by incorporating hospital discharge data and demographics as well as three different types of pollution sources. Air pollution monitors were unavailable to use during the time period of 2009-2011, therefore proxy measures of pollution in the form of major roadways, industrial land use parcels, and toxic facility information from the EPA Toxic Release Inventory are utilized. This study integrates both spatial coincidence and proximity analysis methods …

Editorial: Openstreetmap Research In The Covid-19 Era, Marco Minghini, Serena Coetzee, A. Yair Grinberger, Godwin Yeboah, Levente Juhasz, Peter Mooney

GIS Center

No abstract provided.

Mapping Covid-19: How Web-Based Maps Contribute To The Infodemic, Peter Mooney, Levente Juhasz

GIS Center

A proliferation of web-based maps have appeared depicting many different aspects of the spread of the novel coronavirus (SARS-CoV-2). In this commentary, we consider the usage of web-based mapping during the COVID-19 pandemic and argue that web maps have been widely misused for delivering public information on this fast moving, epidemiologically complex, and geographically unbounded process.

Using Soil Geospatial Properties And Environments To Explore Microbial Diversity, Sharon Faye Smith

Graduate Theses and Dissertations

Soil microorganisms help maintain nutrient cycling, control carbon sequestration, impact plant productivity, and influence several soil chemical and physical properties; yet, the processes that control the microbial composition of soil and how environmental changes may affect the composition and activity of these organisms at different scales remains a difficult and intriguing puzzle for soil scientists, ecologists, and modelers. Wetlands are endangered and important ecosystems that provide several services, which are directly linked to soil function. However, few wetland assessments consider the soil environment and microbial ecology. Linking soil microbial community composition and distribution patterns to soil physio-chemical properties would provide …

A Spatial Analysis Of Student Safety And Perception, University Of Arkansas-Fayetteville, Casey Goodman

Graduate Theses and Dissertations

The objective of this research lies within a community's effects upon, reactions to, and perceptions towards safety in their inhabited landscapes during various periods of the day. Through cognitive and spatial research, we can construct bridges between individuals' perceptions and reality. This study pertained to a student population sample and their views of public safety on the University of Arkansas campus in Fayetteville, Arkansas. Questions were asked as to why they felt unsafe, and where they felt the most unsafe (or safe). The student perceptions were compared to reported crimes on the University of Arkansas campus to ascertain gaps in …

Far-Right Extremism In America: A Geospatial Analysis Of Incident Distribution, Meredith Leann Lerma

Graduate Theses and Dissertations

There has been little empirical research on the spatial relationship of violent far-right extremism. Previous studies have only focused on portions of far-right violent incidents, such as homicides, or amalgamated all far-right extremist activity, including legal incidents. This study uses data from the Extremist Crime Database (ECDB) and Southern Poverty Law Center (SPLC) in a temporal frame of 2000 to 2018 to test the relationship of violent incidents against geographic and social factors. The goal is to explore the relationships between macro-level factors and violent far-right extremist incident. The research determines that the presence of hate groups, higher immigrant populations, …

Studying Spatial And Temporal Visitation Patterns Of Points Of Interest Using Safegraph Data In Florida, Levente Juhasz, Hartwig H. Hochmair

GIS Center

SafeGraph is a commercial provider of massive Point of Interest (POI) data, including visitation patterns in North America. Although the data source does not share specific travel trajectories, the data available includes daily and monthly POI visitation numbers for over 160 categories, as well as information about where visitors come from and which other POI categories they visit. This allows analysts to gain insight into travel behavior in a geographic region over time. This study analyzes various aspects of visitation patterns that can be derived from the SafeGraph dataset for Florida. Using three major Florida cities, namely Miami, Orlando and …

Exploring The Archaeological And Geographical Past Of Fort Spokane: A Proposal, Hope Sands, Brian Buchanan

2020 Symposium Posters

This poster presents the project design of a student-led research project addressing the history and archaeological significance of Fort Spokane, a 19th century military fortification along Lake Roosevelt and south of Coolie Dam, Washington. Portions of the Fort were previously excavated, however, since then not much has been done in terms of archaeological research and key questions remain on the development and landscape history of the fort (Riser and DePuydt 2012). New methodologies and theoretical approaches make this an ideal time to reexamine the fort, and to address key questions on how the fort developed, why it was located where …

Augustana College's Indian Boundary Line Marker, Amedeo Carmine

Race, Ethnicity, & Religion

No abstract provided.

Exploratory Spatial Data Analysis In Traffic Safety, Amin Azimian, Dimitra Pyrialakou

International Journal of Geospatial and Environmental Research

This paper presents an exploratory spatial data analysis (ESDA) of road traffic crashes at different severity levels in West Virginia (WV). Although ESDA can support transportation safety decision-making by helping planners understand and summarize crash data, it is underutilized in practice. This paper describes the application of five representative easy-to-use method to identify crash patterns and high crash-risk counties in WV. Analysis of crash data from 2010 to 2015 indicated that traffic crashes in WV were not spatially correlated. However, crash severities were found to be positively correlated.

Rethinking Boundaries, Spaces, And Networks Between Geography And Military Science: Understanding And Actualizing Real-Time Integrated Command And Control For Joint Air Operations, Samuel Wright

Honors Theses

Imagine a military commander standing around a table with a three-dimensional hologram projected onto to it. The hologram is of an ongoing air war of which this general is in command. Friendly forces are portrayed in blue and enemy forces in red as the opposing forces movements and actions are tracked and continuously updated. The commander has god’s eye view of where his forces are positioned relative to the enemy’s forces. Because of this view, the commander is able to make effective decisions with quick synergistic efficiency to achieve his desired outcome: defeat of the enemy. This scene invokes an …