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They have also been applied for modeling, identification, optimization, prediction, forecasting and control of complex systems.
It requires microgrid control functions as power balancing, optimization, prediction, and smart grid and end-user interaction.
If models are underfit either by selecting too few genes or tightly constraining coefficient optimization, prediction performance can fall short of the best achievable.
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Overall, the sampling predictions of perturbed intracellular metabolites are strongly consistent with the experimental data and significantly outperforms that of FBA optimization predictions in accurately predicting differential metabolites involved in perturbed intracellular fluxes.
The different stages of data preprocessing, modeling, optimization and prediction were discussed in detail.
This methodology has been widely employed in many applications such as design optimization, response prediction and model validation.
Software development for renewable heating and cooling systems has mainly been focused on design optimization and prediction.
Therefore, ANN GA can be generally used for optimization and prediction of antimicrobial effects of EOs and their mixtures.
It provides all the data necessary for reliable scale up, process optimization and prediction of the performance of industrial scale Fischer Tropsch bubble column reactors.
Although hardware monitoring counters are used for modelling the system, other methods including partial phase recognition and cross platform energy prediction are used for energy optimization and prediction.
As a combination of mathematical and statistical techniques, response surface (RS) methodology has been successfully applied to design optimization, response prediction and model validation.
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