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Monte Carlo Analysis<br />

Primary Statistics of Uncertainty Analysis<br />

Primary Statistics of Uncertainty Analysis<br />

The .mcm file is composed as a sequence of sections that give numerical summaries of the<br />

Monte Carlo simulations and statistical tests. The Primary Statistics section provides: the<br />

average value and the standard deviation of each output measure, and an estimation of the<br />

coverage interval (at different level of coverage probability). When the model-based approach<br />

is used a specific section is added for model adequacy checking.<br />

Some sections in the post-analysis files are not printed by default:<br />

• Summary Statistics: Robust measures of location, Alternative measure of location, Min/<br />

Max values, Confidence Intervals.<br />

• Parametric Fit: scale and shape, normal fit, test of normality.<br />

• Capability Indices.<br />

• Correlation between the output responses.<br />

• Sensitivity analysis.<br />

When some the these analyses are disabled, for instance when the correlation analysis is not<br />

performed on the whole set of output responses, it is still possible to request a specific value of<br />

correlation between two chosen responses. For further details see “Control of the Monte Carlo<br />

Post-Analysis” on page 473.<br />

Control of the Monte Carlo Post-Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 473<br />

General Information and Status of Simulations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 474<br />

Model Adequacy Checking for Model-Based MC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 476<br />

Mean and Standard Deviation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 478<br />

Confidence Intervals . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 479<br />

Probability and Quantile Estimators . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 480<br />

Approximations of the CDF . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 485<br />

Coverage Intervals. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 487<br />

Approximation of the Density Function (Histogram File .mch) . . . . . . . . . . . . . . . . . . . 489<br />

Control of the Monte Carlo Post-Analysis<br />

Use optional arguments to control the post-analysis. You can enable or disable the generation of<br />

the ASCII output data files and specific subsections of the main primary output (.mcm) file.<br />

• Generation of ASCII output data files (.mcm, .mch, .mci, and .mco):<br />

PRINT_NO_ANALYSIS<br />

PRINT_ASCII_HISTO<br />

Eldo® User's Manual, 15.3 473

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