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Tornado Impacts: St. Louis Neighborhoods And Physical Environment, Jeremiah J. Dyson, Kymberli Philpott, Ricardo Belle, Jamilah Bracely, Will Ranney, Cornell Evans Sep 2026

Tornado Impacts: St. Louis Neighborhoods And Physical Environment, Jeremiah J. Dyson, Kymberli Philpott, Ricardo Belle, Jamilah Bracely, Will Ranney, Cornell Evans

Undergraduate Research Symposium

This work explores the aftermath of the St. Louis May tornado last year that impacted parts of the area. Many homes, forests, properties, and other spaces such as wildlife habitats were destroyed. Through field explorations, geospatial technology, interviews, documentation, and comparing data, as a group we aimed to gain a better understanding of the geographic and sociological impact of the tornado, and the steps taken to help rebuild. With this project in mind, this work is also an explanation on what the preventative measures are to avoid mass destruction in natural disasters.


Mapping St. Louis History: Slavery, Redlining, And The May 16th Tornado, Safa M. Altamimi, Aster Horbanova, Riley J. Bearden, Vivian B. Rhodes, Bridget Ragan Sep 2026

Mapping St. Louis History: Slavery, Redlining, And The May 16th Tornado, Safa M. Altamimi, Aster Horbanova, Riley J. Bearden, Vivian B. Rhodes, Bridget Ragan

Undergraduate Research Symposium

For this project, our group members are traveling across St.Louis to areas that are affected by the May 16th tornado. We will be taking pictures and using ArcGIS survey123 to input data connecting the tornado to historical forces such as Redlining and Slavery. Using this data, we will be creating an ArcGIS StoryMap and presenting our findings.


Readme Template For Geospatial Data, Alyssa Renteria Sep 2026

Readme Template For Geospatial Data, Alyssa Renteria

Library Faculty Research

A readme file provides descriptive information about a dataset, file(s), or software. The goal is to ensure that the files and data can be correctly interpreted by your future self or others when sharing or publishing data, code, or software.


Geomatics Techniques To Evaluate Bus Service Coverage A Case Study On Nasiriyah, Iraq, Murtadha Satchet Aug 2026

Geomatics Techniques To Evaluate Bus Service Coverage A Case Study On Nasiriyah, Iraq, Murtadha Satchet

Engineering and Technology Journal

In this paper, geomatics techniques were used to collect, build, and analyze a geo-database of the bus transport network. Spatial identification of bus routes and bus stops using GPS was performed using GIS to link and analyze the necessary metadata with the available spatial data. The criteria used to assess bus service coverage were as follows: the spatial coverage in terms of the walking distance to the transport service, the adequacy of the transport network length, and extent of supply availability of the bus transport system. The results revealed that the population “living in 47% of the city’s urban area” …


Escherichia Coli Concentrations In Sand And Water At Tributary-Influenced Lake Michigan Beaches, Josie Elaine Kuhlman Aug 2026

Escherichia Coli Concentrations In Sand And Water At Tributary-Influenced Lake Michigan Beaches, Josie Elaine Kuhlman

Masters Theses

Contamination of public recreational water and sand is a human health concern, creating a management challenge for public health officials. Past research has shown that Escherichia coli can persist in sediment and can be washed into recreational water. Currently, beach monitoring practices only utilize E. coli concentrations in water samples to determine beach safety and do not consider potential exposure to sediment/sand concentrations. In this study, I investigated the relationship between E. coli concentrations in water and sand samples, which will aid public health officials in making more informed decisions about beach closures. I utilized culture-based measurements of E. coli …


Mountain Development In Nepal: Settlements, Infrastructure, And Economic Transformation, Keshav Bhattarai, Ambika P. Adhikari Aug 2026

Mountain Development In Nepal: Settlements, Infrastructure, And Economic Transformation, Keshav Bhattarai, Ambika P. Adhikari

Himalayan Research Papers Archive

As Nepal urbanizes, expands infrastructure, strengthens local governments, and explores deeper connectivity with India and China, climate change is increasing floods, landslides, heat, and water insecurity. Rapid internal migration, rising disaster risks, youth outmigration, and dependence on remittances are also revealing the limits of conventional urban development, especially in the mountainous region. The central challenge for Nepal is no longer just to accommodate growing towns and cities, but to build settlements that are safe, productive, environmentally resilient, and capable of sustaining long-term prosperity.

This paper argues that Nepal's urban future must be guided by a new development paradigm centered on …


Alaska Plugged And Abandoned Wells And Sectoral Drone Integration: Lessons From A Limited Survey, Michael S. Jones Aug 2026

Alaska Plugged And Abandoned Wells And Sectoral Drone Integration: Lessons From A Limited Survey, Michael S. Jones

ISER Reports

Remediation of improperly plugged and abandoned oil and gas wells has drawn substantial federal funding, but identifying which historical wells retain a living responsible party is a prerequisite to remediation.  Using Alaska Oil and Gas Conservation Commission records, we resolved the 178 distinct operators of record on thousands of plugged and abandoned wells and spatially and temporally mapped Alaska's plugged and abandoned well population.


Coastal Vulnerability Index Mapping Using Remote Sensing And Gis Techniques: A Comparative Study Of Oaxaca (Mexico) And Bali (Indonesia), Siti Aisyah, Mangapul Parlindungan Tambunan Jul 2026

Coastal Vulnerability Index Mapping Using Remote Sensing And Gis Techniques: A Comparative Study Of Oaxaca (Mexico) And Bali (Indonesia), Siti Aisyah, Mangapul Parlindungan Tambunan

Jurnal Geografi Lingkungan Tropik (Journal of Geography of Tropical Environments)

This study aims to conduct a comparative analysis of two journal articles that assess coastal vulnerability using the Coastal Vulnerability Index (CVI), focusing on the State of Oaxaca in Mexico and the Province of Bali in Indonesia. The comparison covers the research context, data inputs, methodological frameworks, findings, and conclusions, while also highlighting the respective strengths and limitations of each study. Both regions applied CVI methodologies to evaluate areas at risk from sea-level rise, utilizing remote sensing data and Geographic Information System (GIS) tools at a regional scale. The outcomes of this research emphasize key parameters that significantly affect coastal …


Loint: A Framework For Geospatial Data Quality Management Of Integrated Bim-Gis Models To Support Digital Twin Development In Construction And Renovation Applications, Peshawa Mohammed Jun 2026

Loint: A Framework For Geospatial Data Quality Management Of Integrated Bim-Gis Models To Support Digital Twin Development In Construction And Renovation Applications, Peshawa Mohammed

Doctoral

The development of high-quality digital twins of built assets is essential for resolving defects and integrating off-site fabricated components in construction and renovation applications. A key component of digital twins is the three-dimensional (3D) digital models. Building Information Modelling (BIM) and Geographic Information Science (GIS) models serve as valuable geospatial sources for these models. The integration of BIM and GIS data enables the creation of comprehensive digital twins within a georeferenced national mapping framework. Since digital twins are developed to reflect the existing conditions of the assets in the real world, geospatial surveying instruments and techniques are typically used to …


Using Location Tracking And Gis Tools To Investigate Customers’ Cluster Shopping Behavior, Mark J. Sciuchetti Jr, Jianping Huang, Brent Cunningham May 2026

Using Location Tracking And Gis Tools To Investigate Customers’ Cluster Shopping Behavior, Mark J. Sciuchetti Jr, Jianping Huang, Brent Cunningham

Atlantic Marketing Association Proceedings

No abstract provided.


Gis-Based Trail Accessibility Assessment At Lime Hollow Nature Center, Ashley Siergiej May 2026

Gis-Based Trail Accessibility Assessment At Lime Hollow Nature Center, Ashley Siergiej

Honors Theses

Outdoor recreation, such as hiking, is an important component of maintaining a healthy lifestyle, especially in regions such as Central New York where natural areas are abundant. Hiking trails provide opportunities for people to connect with the environment, making it important that individuals of all abilities can access and experience these spaces. However, many environmental and physical factors can influence the difficulty and accessibility of hiking trails. This study evaluates trail accessibility at Lime Hollow Nature Center in Cortland, New York using Geographic Information Systems (GIS) and field-based data collection. Field observations were collected along the Art Meadow Loop and …


Distribution Mapping And Modeling Of The Invasive Japanese Knotweed, Jossalyn Rogalski May 2026

Distribution Mapping And Modeling Of The Invasive Japanese Knotweed, Jossalyn Rogalski

Masters Theses

This thesis investigates the distribution of invasive Japanese knotweed across Michigan. This plant poses significant challenges to land management due to its rapid growth, environmental impacts, and difficulty of removal once established. Using geographic information systems (GIS), remotely sensed data, and secondary environmental datasets, this research maps current infestations and analyzes key factors influencing the species’ growth and dispersal, such as soil composition, hydrology, land use, and a range of environmental variables, including climatic (annual mean temperature, temperature seasonality, annual precipitation, precipitation seasonality), elevation, vegetation and hydrological indices (NDVI, EVI, NDWI), percent tree cover, and distance to roads. Spatial analysis …


Creating A Gis-Based Site Suitability Index For A Major Sports Stadium In Kansas City, Theodore E. Blair May 2026

Creating A Gis-Based Site Suitability Index For A Major Sports Stadium In Kansas City, Theodore E. Blair

Political Science Undergraduate Honors Theses

There are many considerations taken when siting major sports stadiums. Most literature, though, has focused on the political and economic considerations, the negative outcomes of using public money for private projects. However, geographic considerations play a major part in deciding where to site a stadium. These considerations are wide-ranging and can change with the times. This thesis determines ten modern site suitability criteria, and with them, creates a site suitability index using GIS to determine and quantify more and less suitable areas for stadium development. It applies this index to the Kansas City area, as the city is currently in …


Mapping The Human Dimension: Spatially Informed Soundscape Management In Saguaro National Park, Anna S. Frisbie May 2026

Mapping The Human Dimension: Spatially Informed Soundscape Management In Saguaro National Park, Anna S. Frisbie

Master's Theses and Capstones

As outdoor recreation surges in popularity, human-made sound reaches even the most protected places. In the United States, the National Park Service is mandated to preserve natural soundscapes, which are a key ecosystem service. Yet many aspects of soundscape management remain underexplored, including the integration of visitor perspectives into strategies to minimize human-made sound in national parks. In 2025, the non-profit organization Leave No Trace and the National Park Service Natural Sounds and Night Skies Division collaboratively outlined new Soundscape Guidelines, urging visitors to minimize their impact on natural soundscapes. Previous research suggests that educational signage can reduce human-made sound …


Geospatial Analysis Of The Influence Of Wastewater Disposal On The Induced Seismicity In Oklahoma, Usa, Kristine Nagy May 2026

Geospatial Analysis Of The Influence Of Wastewater Disposal On The Induced Seismicity In Oklahoma, Usa, Kristine Nagy

Graduate Theses and Dissertations

Seismic records over the past decade and a half have indicated a significant increase of earthquakes in the state of Oklahoma and the evidence has strongly suggested the rise is likely caused by substantial wastewater disposal operations, a subsequent process of oil and natural gas extraction. This study investigated the relationship between wastewater disposal via injection wells, and its influence on inducing earthquakes in Oklahoma by employing Geographic Information System (GIS) tools for geospatial data integration and spatial analysis using United States Geological Survey (USGS) earthquake data and Underground Injection Control (UIC) Class II well data sourced from the Oklahoma …


Exploring Alternate Methods Of Flood Output Estimation During Natural Disasters, Finley Gardner Apr 2026

Exploring Alternate Methods Of Flood Output Estimation During Natural Disasters, Finley Gardner

Honors College Theses

In April of 2025, extreme flooding damaged many homes and buildings of people across Kentucky. The Federal Emergency Management Agency (FEMA) produces maps that show the potential for flooding in areas around water bodies, but many of the April flooding damaged areas were well outside of the FEMA classification zones. The main purpose of this thesis research was to create an accurate model of potential flood extent in Kentucky and compare it to FEMA maps. This model did not require extensive computing power and produced a map that accurately depicted flood extent through the use of Digital Elevation Model (DEM) …


Spatiotemporal Dynamics Of Daily And Per Capita Vmt In California: A County-Level Analysis (2019–2023), Yong Lao, Bo Yang Apr 2026

Spatiotemporal Dynamics Of Daily And Per Capita Vmt In California: A County-Level Analysis (2019–2023), Yong Lao, Bo Yang

Mineta Transportation Institute

Vehicle miles traveled (VMT) is a fundamental metric for assessing mobility trends and infrastructure needs. This study examines the spatial-temporal dynamics of daily VMT (DVMT) and per capita DVMT across California counties from 2019 to 2023, covering the pre-, mid-, and post-pandemic periods via GIS mapping and k-means clustering. To identify determinants of per capita DVMT, we compared traditional linear regression approaches (OLS, Ridge, LASSO, Elastic Net) with ensemble tree-based models. Specific results include: the ensemble models estimated using 2019–2022 data delivered substantially higher accuracy, achieving R² values exceeding 0.98; meanwhile, out-of-sample performance on 2023 data remained robust (R² ≈ …


Riparian Ecosystem Condition And Impaired Floodplain Assessment In The Congaree River Watershed, South Carolina, Olusola-Ige O. Adetoro, Cuizhen Wang, Ayobami T. Salami, Olusegun O. Awotoye Apr 2026

Riparian Ecosystem Condition And Impaired Floodplain Assessment In The Congaree River Watershed, South Carolina, Olusola-Ige O. Adetoro, Cuizhen Wang, Ayobami T. Salami, Olusegun O. Awotoye

Faculty Publications

Floodplain riparian ecological zones (FREZs) are transitional environments that facilitate interactions among hydrological, geomorphological, and environmental processes within aquatic and terrestrial systems. In the context of climate change, urban growth, and increased hydrologic modifications, these systems are experiencing accelerated degradation. This study employed a multi-criteria Riparian Condition Assessment (RCA) framework that combined the Riparian Condition Assessment Tool (RCAT) and a fuzzy inference system (FIS) to evaluate riparian corridor health in the Congaree River watershed, South Carolina, USA. Using 30 m LANDFIRE land-cover data, hydrologic segmentation (at 500 m reach scale), and transport infrastructure overlays, we quantified riparian vegetation deviation, land-use …


Developing A Range Prediction For The Imperiled Florida Harvester Ant (Pogonomyrmex Badius) Using Species Distribution Modeling, Noah Williamson Apr 2026

Developing A Range Prediction For The Imperiled Florida Harvester Ant (Pogonomyrmex Badius) Using Species Distribution Modeling, Noah Williamson

Honors Theses

The Florida Harvester Ant (Pogonomyrmex badius) was once widespread and commonplace throughout the sandhills of the Southeastern United States, providing key ecosystem services, such as seed dispersal and soil aeration. Over recent decades, however, Florida Harvester Ant populations have declined in some areas. Current literature postulates that Red Imported Fire Ants (RIFA), and the insecticides used to manage them, as well as further human encroachment onto their habitat, all likely contributed to Florida Harvester Ant population declines. Thus, to better protect these organisms, pursue data-driven conservation efforts, and guide management practices, more information about their nest site selection, as well …


The Impact Of Spatial Disparities On Transportation To Dialysis: A Quantitative And Gis Analysis, Haylee Kirschner Apr 2026

The Impact Of Spatial Disparities On Transportation To Dialysis: A Quantitative And Gis Analysis, Haylee Kirschner

Social Work Doctoral Dissertations

Access to dialysis treatment is a major concern for the over 500,000 people who suffer from End Stage Renal Disease (ESRD). There are many factors that may affect one's ability to access treatment, but one that affects almost every in-center dialysis patient is transportation. This study examines how various spatial disparities, such as population density, Medicare coverage, Medicaid usage, poverty, commute times, and vehicle ownership, affect missed and shortened treatments due to transportation. To examine the relationship between spatial disparities and transportation-impacted treatment adherence, a random sample of 400 clinics were emailed to participate in the study, with 113 agreeing …


Managing The Excess Floodwaters In The Lake Hemrin Using Remote Sensing And Gis Techniques, Hussain Muhamed, Mustafa Hamoodi, Abd Alrazzak Ziboon Mar 2026

Managing The Excess Floodwaters In The Lake Hemrin Using Remote Sensing And Gis Techniques, Hussain Muhamed, Mustafa Hamoodi, Abd Alrazzak Ziboon

Engineering and Technology Journal

Lake Hemrin is located in the middle east of Iraq, about 50 km from the Iraqi-Iranian border. The lake is the main fish source and provides water for nearby farms. However, due to various socio-economic and environmental management issues, the Hemrin system is a difficult water resources challenge. Moreover, Lake Hemrin receives floodwaters annually over its storage capacity; therefore, there is a risk of flooding in the areas downstream of the lake. To this end, this research developed optimization solutions to design flood escape paths in the area using Analytic Hierarchy Process (AHP) and Genetic Algorithm (GA). Among three initial …


Monitoring Soil Degradation In The Mesopotamian Plain Using Gis And Remote Sensing Techniques, Abdulrazak Ziboon, Muthanna Albayati, Fadhaa Dalhel Mar 2026

Monitoring Soil Degradation In The Mesopotamian Plain Using Gis And Remote Sensing Techniques, Abdulrazak Ziboon, Muthanna Albayati, Fadhaa Dalhel

Engineering and Technology Journal

In the present work , various remote sensing techniques have been used to investigate soil degradation in Iraq (The Mesopotamian plain) for the period (1976 - 2021) using different research and data like satellite image such as (Landsat 1-5 MSS 1976 , Landsat 4-5 TM C1 Level-1 1996, Landsat 8 2016 and sentinel-2 2021 ) , using different Program and software (ENVI 5.3 which extract data from image satellite by using TCT , EMI and NDVI indicators , Eras image 2015 use to subset area of interest ,layer stack and merge resolution , Arc GIS 10.7 use to make database …


Providing Access To Historic Aerial Photographs At The University Of Montana’S Archives And Special Collections, Donna E. Mccrea, Bruce Godfrey, Elizabeth Singh-Search Mar 2026

Providing Access To Historic Aerial Photographs At The University Of Montana’S Archives And Special Collections, Donna E. Mccrea, Bruce Godfrey, Elizabeth Singh-Search

Journal of Western Archives

Archives and libraries hold significant collections of historic aerial imagery; improvements in geographic information system (GIS) technology and computer vision, a field of artificial intelligence, are dramatically expanding their research potential. This case study describes the activities of the University of Montana’s Archives and Special Collections to facilitate access to a collection of 1930s aerial images, outlines the rationale for investing time and effort in the project and offers considerations for other repositories with historic aerial photography collections. The authors encourage archivists and librarians to be involved in creating both best practices and technological tools that meet the needs of …


A Student-Centered Gis Classroom: Second Chances And Real-World Practice Teaching Portfolio For Nres218 Introduction To Geospatial Technologies, Ran Wang Feb 2026

A Student-Centered Gis Classroom: Second Chances And Real-World Practice Teaching Portfolio For Nres218 Introduction To Geospatial Technologies, Ran Wang

UNL Faculty Course Portfolios

This course portfolio documents the design, implementation, and reflection of NRES218 Introduction to Geospatial Technologies, an introductory undergraduate geographic information system (GIS) course. This course aims to integrate basic and applied sciences to help students develop spatial thinking and spatial analysis skills for proposing spatial science–oriented solutions. Instructional strategies emphasize experiential learning through structured laboratory exercises and outdoor field activities that connects real-world observation with GIS analysis. To support student learning and persistence, the course also incorporated flexible assessment practices, including second-chance exams. Reflection on student engagement and performance revealed that while these strategies were highly beneficial for some students, …


Metaverse-Enabled Digital Twins For Business And Smart Cities: Toward A Human-Centered Framework For Digital Transformation, Rasem Qudaih, Nicholas Caldwell, Imen Ben Salem, A. Karthi Jan 2026

Metaverse-Enabled Digital Twins For Business And Smart Cities: Toward A Human-Centered Framework For Digital Transformation, Rasem Qudaih, Nicholas Caldwell, Imen Ben Salem, A. Karthi

All Works

Digital Twin (DT) technologies are increasingly changing how businesses and cities model, assess, and enhance complex systems. Traditional DTs have served as static representations of tangible assets, providing monitoring and predictive functionalities. However, minimal stakeholder engagement and a focus on specific sectors have often limited their full potential. The rise of the metaverse, reinforced by Extended Reality (XR) technologies, presents a unique chance to evolve DTs into immersive, interactive, and human-centered platforms for collaborative decision-making. This integration allows stakeholders to visualize and engage with multidimensional data in real time, facilitating predictive analysis, scenario planning, and participatory governance. In business environments, …


Flood-Regime Shifts Across The Lower Midwest, Usa: Identifying Patterns Through Flood Magnitude–Frequency Analysis And Clustering, Kaiser Mostafiz Jan 2026

Flood-Regime Shifts Across The Lower Midwest, Usa: Identifying Patterns Through Flood Magnitude–Frequency Analysis And Clustering, Kaiser Mostafiz

Graduate Theses/Dissertations

Flood regimes describe how flood behavior changes in magnitude, recurrence, and occurrence through time. Changes in these flood characteristics can affect flood hazards, river systems, infrastructure, and floodplain management. This thesis examines flood-regime change across the Lower Midwest, focusing on Nebraska, Iowa, Kansas, and Missouri from 1961 to 2020. Records from 1,452 U.S. Geological Survey gaging stations were initially compiled, and 208 stations were retained after screening for record availability and analytical consistency. Flood-regime change was evaluated between two 30-year study periods: Period 1 (1961–1990) and Period 2 (1991–2020). The analysis combined Log-Pearson Type III flood-frequency analysis using L-moments in …


A Geospatial Assessment Of Groundwater Salinization In A Multi-Aquifer System: Durango, Mexico, Juan Lopez-Sierra Jan 2026

A Geospatial Assessment Of Groundwater Salinization In A Multi-Aquifer System: Durango, Mexico, Juan Lopez-Sierra

Graduate Theses/Dissertations

Groundwater salinization poses a critical environmental concern for water resource sustainability in arid and semi-arid regions. This study evaluates spatial and temporal patterns of groundwater salinity across the state of Durango, Mexico, using total dissolved solids (TDS), sodium adsorption ratio (SAR), as salinity indicators and nitrate-nitrogen (NO₃–N) as an anthropogenic indicator. Groundwater quality data were obtained from (CONAGUA), a Mexican water agency. To assess salinity variations with respect to time, while minimizing interannual sampling bias, two multi-year sampling periods were selected: 2012-2013, and 2020-2021. Final datasets consisted of 122 wells for 2012–2013 and 131 wells for 2020–2021. The wells were …


Between “The Favela” And “The City”: Exploring The Daily Geographies Of Carolina Maria De Jesus Using Gis, Sterling D. Quinn Jan 2026

Between “The Favela” And “The City”: Exploring The Daily Geographies Of Carolina Maria De Jesus Using Gis, Sterling D. Quinn

Geography Faculty Scholarship

Geographic information systems (GIS) enable interesting visual and analytical engagement with personal narratives. I offer a case study by constructing digital historical maps of Carolina Maria de Jesus’s São Paulo as described in her 1950s diary entries from Quarto de Despejo (published as Child of the Dark in English). Examining 48 locations mentioned in the book, I show how GIS algorithms such as standard deviation ellipses and kernel density estimation can summarize geographies of daily activities in the personal, institutional, and professional realms, including in the informal economy. I also employ ideas from feminist cartography to put Carolina’s own words …


Improving Flood Risk Mapping By Incorporating Local-Scale Calibration Data Derived From Stakeholder Input, Jennifer M. Holifield, Wei Wu, Patrick D. Biber, Margo Posten, Dennis Mcgrury, Stephen C. Deal, Alexandria Hancock Jan 2026

Improving Flood Risk Mapping By Incorporating Local-Scale Calibration Data Derived From Stakeholder Input, Jennifer M. Holifield, Wei Wu, Patrick D. Biber, Margo Posten, Dennis Mcgrury, Stephen C. Deal, Alexandria Hancock

Gulf and Caribbean Research

Globally, flooding is the most frequent and costly natural hazards, disproportionately affecting populations based on environmental, social, and economic factors. Understanding the spatial variability of flood risk as well as the respective flood drivers is essential for informing cost-effective mitigation strategies and enhancing community resilience. Here we mapped flood risk that combines flood hazards and vulnerability in an under-resourced coastal community prone to compound flooding. Our approach integrates stakeholder engagement with GIS-based analysis using open-access datasets.

We first developed an initial flood hazard map using an equal-weight combination of factors commonly associated with flood occurrence/prevention, including upslope area, impervious surface …


Forest Island Reforestation In The Llanos De Moxos, Bolivia, Ethan Tam Jan 2026

Forest Island Reforestation In The Llanos De Moxos, Bolivia, Ethan Tam

Graduate Studies Theses and Dissertations 2026

Within the Llanos de Moxos of Bolivia thousands of forest islands dot the landscape. These forest islands have been shown to have been integral aspects of the pre-Contact indigenous cultures which existed there for thousands of years. Based on 1967 CORONA imagery and statistical analysis, this work provides insight into how these forest islands are integrated as infrastructure features within their landscape and surrounding network of other archaeological features. This research is carried out through investigations into changes in the size of the forest islands across an interval of 57 years, statistical attempts to categorize the forest island into smaller …