Sensitivity analysis uq
Skill a5c-ai/babysitter/library/specializations/domains/science/mathematics/skills/sensitivity-analysis-uq
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Global sensitivity analysis methods
SKILL.md
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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
- Method Selection: Choose based on computational budget
- Input Ranges: Define appropriate input ranges
- Sample Size: Ensure sufficient samples for convergence
- Interpretation: Correctly interpret sensitivity indices
Tools/Libraries
- SALib
- OpenTURNS
- UQLab