ATHENA: Advanced Techniques for High dimensional parameter spaces to Enhance Numerical Analysis

Journal: 

Software Impacts

Date: 

2024

Authors: 

F. Romor, M. Tezzele and G. Rozza

ATHENA is an open source Python package for reduction in parameter space. It implements several advanced numerical analysis techniques such as Active Subspaces (AS), Kernel-based Active Subspaces (KAS), and Nonlinear Level-set Learning (NLL) method. It is intended as a tool for regression, sensitivity analysis, and in general to enhance existing numerical simulations’ pipelines tackling the curse of dimensionality.