Reference documentation¶

RONAALP¶

Reduced Order Nonlinear Approximation with Active Learning Procedure [1],[2]

Source code available here.

Installation¶

Follow these commands to install RONAALP:

git clone https://github.com/cscherding/RONAALP.git
cd RONAALP
python setup.py install

Examples¶

A demonstration jupyter notebook can be found in the examples folder. Data for training and testing can be requested from the author upon reasonable request.

API Reference¶

Contents:

RONAALP Algorithm
- Training
- Evaluate
- Update

Indices and Tables¶

References¶

1: Scherding, C., Rigas, G., Sipp, D., Schmid, P. J., & Sayadi, T. (2023). Data-driven framework for input/output lookup tables reduction: Application to hypersonic flows in chemical nonequilibrium. Physical Review Fluids, 8(2), 023201.
2: Scherding, C. (2023). Predictive modeling of hypersonic flows in thermochemical nonequilibrium: physics-based and data-driven approaches. PhD Thesis, Sorbone University.