Patrick Pragman, MS Engineering 2024, used computer vision to detect entangled aquatic vegetation on rudders of floatplanes. Strut-mounted GoPro cameras monitor floatplane rudders by collecting images during flight. The images are being read by a fine-tuned version of ResNet-18, a neural network model applied here to computer vision. Resulting statistics quantify vegetation entanglement, accurately detecting entangled vegetation in 84% of images. A real-time detection and alert system for pilots can be built with this approach using GoPro cameras and tablet computing devices commonly used by pilots. Chair: Dr. Frank Witmer, UAA Engineering.
Serving on graduate committees:
Elizabeth Williamson (M. Northern Studies, 2022 – present)
Patrick Pragman (MS Computer Science, 2022 – 2024)
Ariane Glover (MS Northern Studies, 2021 – 2022)
Other graduate mentees:
Jesse Hansen (MA Geography, 2024 - present)
Michele Remer (PhD Environmental Science & Policy, 2021 – 2024)
Ridwan Akgun (M. Public Policy, 2022 – 2023)
Rachel Robertson (M. Public Policy, 2021 – 2023)