2 papers
stat.CO2025
A Score-based Diffusion Model Approach for Adaptive Learning of Stochastic Partial Differential Equation Solutions
Toan Huynh, Ruth Lopez Fajardo, Guannan Zhang +2
We propose a novel framework for adaptively learning the time-evolving solutions of stochastic partial differential equations (SPDEs) using score-based diffusion models within a re…
cond-mat.mtrl-sci2024
Bayesian state estimation unlocks real-time control in thin film synthesis
Sumner B. Harris, Ruth Fajardo, Alexander A. Puretzky +3
The rapid validation of newly predicted materials through autonomous synthesis requires real-time adaptive control methods that exploit physics knowledge, a capability that is lack…