Skip to main content

Ctrl+K

Advanced Scientific Machine Learning

Modern Machine Learning Software
Uncertainty Propagation through Scientific Models
High-dimensional Uncertainty Propagation
- Functional Inputs to Scientific Models
- Operator Learning
Inverse Problems in Deterministic Scientific Models
Physics-informed Neural Networks (PINNs)
Inverse Problems in Stochastic Scientific Models
Homework Problems

.md

PINNS for Parametric Studies

Contents

Takeaways

PINNS for Parametric Studies#

Takeaways#

PINNs can be used to construct surrogates of scientific models in the form of ODEs or PDEs.

previous

Energy Functionals

next

Solving Parametric Problems using Physics-informed Neural Networks

Contents

Takeaways

By Ilias Bilionis

© Copyright Copyright © 2023 Ilias Bilionis/Purdue University.