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GPS-X Technical Reference

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Optimizer 382<br />

Static Sub-Section<br />

Number of optimized parameters: This sets the number of variables to be adjusted by<br />

the optimizer. It should correspond to the number of parameters specified as Optimize<br />

variables in the Controls Setup window.<br />

Number of data points (at least 2): This number sets an upper bound on the number of<br />

rows that <strong>GPS</strong>-X will read in from the .dat file. The default value is large so that <strong>GPS</strong>-<br />

X can handle the majority of data sets without having to change this value.<br />

Detailed statistical report (ON - OFF): If this option is set to ON and you are using<br />

either the maximum likelihood or sum of squares objective functions, the following<br />

statistics are provided in the solution report in addition to the parameter estimates and<br />

objective function value: variance-covariance matrix, correlation matrix, % variation<br />

explained by regression, significance of the regression, lack of fit test, observed values,<br />

predicted values, % error between predicted and observed values, residuals, weighted<br />

residuals, standardized residuals, standardized residual plots, and the Portmanteau test on<br />

the weighted residuals. The variance-covariance matrix and the correlation matrix are<br />

only reported if the printing of confidence limits option is set to ON. The lack of fit test<br />

is only reported if it is turned ON. The Portmanteau test is only reported if it is turned<br />

ON and the maximum likelihood objective function is used. For more information on the<br />

statistical tests consult Appendix B: The Optimizer Solution Report.<br />

Solution report to file (ON - OFF): If this option is set to ON, the statistical output is<br />

appended to file stats.txt in the current directory.<br />

Dynamic Sub-Section<br />

DPE Timewindow: This is the time window for dynamic parameter estimation.<br />

Maximum Likelihood Sub-Section<br />

Error distribution (Normal/Cauchy): Selects the probability distribution of the<br />

measurement errors used in the maximum likelihood objective function. The Normal<br />

option should be used in most cases. The cauchy distribution looks similar to the normal<br />

distribution but has heavier tails so that values far removed from the mean have a higher<br />

probability than with they would with a corresponding normal distribution.<br />

Estimate standard deviations of errors (ON - OFF): Determines if the standard<br />

deviations should be estimated from the data using Equation 14.10, or if they should be<br />

taken as specified.<br />

Standard deviation of errors: Vector of standard deviations of errors associated with<br />

each response variable (errors are assumed independent across variables and<br />

observations). These values are not used in the estimation problem if estimate standard<br />

deviations of errors is set to ON.<br />

<strong>GPS</strong>-X <strong>Technical</strong> <strong>Reference</strong>

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