sensitivity-analysis-uq
SolidGlobal sensitivity analysis methods
AI & Automation 1,160 stars
71 forks Updated today MIT
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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
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
Details
- Author
- a5c-ai
- Repository
- a5c-ai/babysitter
- Created
- 4 months ago
- Last Updated
- today
- Language
- JavaScript
- License
- MIT
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