ROM Tools and Workflows: Examples and Demos#

Examples and demos

romtools examples organized by capability.

The examples are grouped around three areas: projection-based ROM utilities, surrogate models, and computational workflows.

01

Projection-based ROM utilities

Utilities for constructing reduced spaces and related offline ingredients for projection-based reduced-order models.

Vector spaces Basis construction Hyper-reduction
02

Surrogates

Data-driven approximations of model responses and quantities of interest.

Gaussian processes Regression Workflow integration
03

Workflows

Workflow abstractions for model execution, parameter studies, ROM construction, uncertainty quantification, and inverse problems.

Models UQ Inverse problems
Suggested starting points

Choose an entry point based on the task of interest.

Reduced-space construction Projection-based ROM utilities → Model-based workflows Model interfaces and execution →

Getting started

Project