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Importantly, the physics of the model are retained.
The physical attributes of the model are retained, making it well suited to evaluate the effect of potential design changes.
Fortunately, model reduction methods where parameters from the original model are retained as adjustable parameters also in the reduced model are now being developed.
The number of state variables is maximally reduced if all exact conservation relations in the model are retained as modified lumped state variables (and replaced by constants).
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Among various possible models, the AR model was retained along with Burg's algorithm and the AIC criterion.
On the other hand, the incompressible non-isothermal model is retained.
Only models that gave cAUC values that were significantly higher than the null model were retained in the ensemble model used for projections.
The expressive power of the register machine (equivalently the Turing machine) model is retained, while neither of the above attacks work anymore.
If the R-squared of the best new model is better than the previous model by a factor of (1+mathrm{tol}) or higher (where (mathrm{tol} approx10^{-3})) then the variable added to the new model is retained in the model.
At the same time, the spatially distributed nature of the process model is retained in order to ensure sufficient accuracy in performing the tasks of the control algorithm.
Furthermore, the 99% of the variance of the model was retained by the first 21 components.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com