sensitivity_analysis_in_ecolego
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Table of Contents
Sensitivity analysis in Ecolego
For tutorials of how to use the toolbox, please see Sensitivity analysis examples.
Methods
The following methods are included in the Sensitivity analysis toolbox:
Correlation/Regression coefficients:
| Pearson - Pearson product-moment correlation coefficient | Francesca Campolongo, Andrea Saltelli, Tine Sørensen, and Stefano Tarantola. Hitchhiker’s guide to sensitivity analysis. In Sensitivity analysis, Wiley Ser. Probab. Stat., pages 15–47. Wiley, Chichester, 2000. |
| Spearman - Spearman’s rank correlation coefficient | Francesca Campolongo, Andrea Saltelli, Tine Sørensen, and Stefano Tarantola. Hitchhiker’s guide to sensitivity analysis. In Sensitivity analysis, Wiley Ser. Probab. Stat., pages 15–47. Wiley, Chichester, 2000. |
| SRC - Standardized Regression Coefficient | Francesca Campolongo, Andrea Saltelli, Tine Sørensen, and Stefano Tarantola. Hitchhiker’s guide to sensitivity analysis. In Sensitivity analysis, Wiley Ser. Probab. Stat., pages 15–47. Wiley, Chichester, 2000. |
| SRRC - Standardized Rank Regression Coefficient | Francesca Campolongo, Andrea Saltelli, Tine Sørensen, and Stefano Tarantola. Hitchhiker’s guide to sensitivity analysis. In Sensitivity analysis, Wiley Ser. Probab. Stat., pages 15–47. Wiley, Chichester, 2000. |
| PCC - Partial Correlation Coefficient | Francesca Campolongo, Andrea Saltelli, Tine Sørensen, and Stefano Tarantola. Hitchhiker’s guide to sensitivity analysis. In Sensitivity analysis, Wiley Ser. Probab. Stat., pages 15–47. Wiley, Chichester, 2000. |
| PRCC - Partial Rank Correlation Coefficient | Francesca Campolongo, Andrea Saltelli, Tine Sørensen, and Stefano Tarantola. Hitchhiker’s guide to sensitivity analysis. In Sensitivity analysis, Wiley Ser. Probab. Stat., pages 15–47. Wiley, Chichester, 2000. |
* included in standard Ecolego + EASI
Screening methods:
| Morris - A computationally inexpensive global screening method | Max D. Morris. Factorial sampling plans for preliminary computational experiments. Technometrics, 33(2):161–174, May 1991. Saltelli, A. et al. Sensitivity analysis in practice. A Guide to Assessing Scientific Models. John Wiley & Sons Ltd., Chichester, 2004. |
| Garten - OAT design to compute customized impact of input factors on model output | David Vose. Quantitative risk analysis. John Wiley & Sons Ltd., Chichester, 1996. A guide to Monte Carlo simulation modelling. |
| Local - OAT design to compute local impact of input factors on model output | David Vose. Quantitative risk analysis. John Wiley & Sons Ltd., Chichester, 1996. A guide to Monte Carlo simulation modelling. |
Variance-based methods:
| Method | Description | First order | Total order | Custom order |
|---|---|---|---|---|
| Sobol | Brute force method to compute any order of sensitivity indices | OK | OK | OK |
| FAST | Fourier Amplitude Sensitivity Test | OK | ||
| EFAST | Extended Fourier Amplitude Sensitivity Test | OK | OK | |
| EASI | An effective algorithm for computing global sensitivity indices | OK |
Views
The toolbox is made up of the following views
Settings
Analysis
Charts
Two new charts are included with the toolbox.
- Correlation time chart - A chart which plots correlation coefficients over time.
- Correlation pie chart - A pie chart with correlation coefficients.
See also
sensitivity_analysis_in_ecolego.1678104631.txt.gz · Last modified: 2023/03/06 13:10 by mina
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