Date of Award
Spring 6-13-2025
Document Type
Masters Capstone Project
Degree Name
M.S. in Geographic Information Science
Organizational Unit
College of Natural Science and Mathematics, Geography and the Environment
First Advisor
Steven Hick
Copyright Statement / License for Reuse

This work is licensed under a Creative Commons Attribution 4.0 International License.
Keywords
Sage grouse, Anthropogenic, Disturbance, Modeling, AI
Abstract
Renewable energy projects often require extensive landcover for their operations. When one of these projects encroaches into territory of threatened species, such as Lesser Prairie Chickens, an analysis of habitat suitability and human disturbance is required to proceed. Traditionally, this involved manually reviewing aerial imagery within a 6-mile radius, digitizing features, and interpreting them using a human technician—an approach that was time-consuming and prone to human error. By using pretrained AI models within Model Builder™, the identification of roads and structures was automated, making the process faster and more consistent than manual visual analysis. As AI and technology continue to advance, these tools can be adapted for analyzing habitat and disturbances for other species, expanding their usefulness in environmental assessments for renewable energy projects.
Copyright Date
5-19-2025
Publication Statement
Copyright is held by the author. User is responsible for all copyright compliance.
Rights Holder
Tara Hoelzer
Provenance
Received from author
File Format
application/pdf
Language
English (eng)
Extent
58 pgs
File Size
3.0 MB
Recommended Citation
Hoelzer, Tara, "Object-Based Image Analysis and Artificial Intelligence Identification of Anthropogenic Disturbance on Lesser Prairie Chicken Habitat in Cheyenne County, Colorado" (2025). Geography and the Environment: Graduate Student Capstones. 92.
https://digitalcommons.du.edu/geog_ms_capstone/92
Included in
Artificial Intelligence and Robotics Commons, Environmental Indicators and Impact Assessment Commons, Environmental Studies Commons, Nature and Society Relations Commons, Oil, Gas, and Energy Commons