2 papers
cs.LG2026
Latent Generative Modeling of Random Fields from Limited Training Data
James E. Warner, Tristan A. Shah, Patrick E. Leser +3
The ability to accurately model random fields plays a critical role in science and engineering for problems involving uncertain, spatially-varying quantities such as heterogeneous…
cs.CE2025
Generative Modeling of Microweather Wind Velocities for Urban Air Mobility
Tristan A. Shah, Michael C. Stanley, James E. Warner
Motivated by the pursuit of safe, reliable, and weather-tolerant urban air mobility (UAM) solutions, this work proposes a generative modeling approach for characterizing microweath…