Physics-Informed Neural Network Simulation of Thermal Cavity Flow
Fowler, E., McDevitt, C. J., & Roy, S. (2024). "Physics-Informed Neural Network Simulation of Thermal Cavity Flow." Scientific Reports, 14(1), 15203.
CV
Education
- Ph.D. in Computational Science and Engineering, Georgia Institute of Technology, Atlanta, GA, Aug 2025 – May 2030 (expected)
- B.S. in Aerospace Engineering (Minor in Biomechanical Engineering), University of Florida, Gainesville, FL, Aug 2019 – Dec 2022
Experience
- Feb 2023 – May 2025: Systems Engineer II
- RTX, Tucson, AZ
- Sep 2019 – Dec 2022: Undergraduate Research Assistant
- University of Florida Applied Physics Research Group, Gainesville, FL
Publications
Physics-Constrained Deep Learning of Incompressible Cavity Flows
McDevitt, C., Fowler, E., & Roy, S. (2024). "Physics-Constrained Deep Learning of Incompressible Cavity Flows." AIAA SCITECH 2024 Forum, 1692.
Talks
2026 Georgia Scientific Computing Symposium Permalink
Poster at Georgia Scientific Computing Symposium, University of Georgia, Athens, GA
PsiCon 2025 Permalink
Talk at PsiCon 2025, Georgia Tech, Atlanta, GA