sensitivity-master

What problem does it solve?

This skill enables rigorous exploration of how input parameters influence model outputs using global sensitivity methods like Morris screening and Sobol indices, helping identify which parameters matter most and where interactions occur.

Core Features & Use Cases

• Global sensitivity methods (Morris screening, Sobol indices) to quantify parameter importance and interactions.
• Automated sample generation and analysis, including parallel evaluation and visualization (Morris scatter plots, Sobol bar charts, interaction heatmaps).
• Use Case: You have a complex nonlinear model with many parameters; run sensitivity analysis to identify drivers and inform calibration.

Quick Start

Run a sensitivity analysis on your model using Morris for quick screening, then Sobol for precise quantification, and generate plots. Ensure you have SALib installed.