--- name: sensitivity-analysis-uq description: Global sensitivity analysis methods allowed-tools: - Bash - Read - Write - Edit - Glob - Grep metadata: specialization: mathematics domain: science category: uncertainty-quantification phase: 6 --- # Sensitivity Analysis (UQ) ## Purpose Provides global sensitivity analysis methods for understanding model behavior and input importance. ## Capabilities - Sobol indices computation - Morris screening method - FAST (Fourier amplitude sensitivity test) - Correlation-based sensitivity - Derivative-based sensitivity (DGSM) - Variance-based decomposition ## Usage Guidelines 1. **Method Selection**: Choose based on computational budget 2. **Input Ranges**: Define appropriate input ranges 3. **Sample Size**: Ensure sufficient samples for convergence 4. **Interpretation**: Correctly interpret sensitivity indices ## Tools/Libraries - SALib - OpenTURNS - UQLab