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Conventional proportional and integral (PI) constant dissolved oxygen set-point control and feedforward cascade dissolved oxygen set-point control are evaluated using the reduced model of activated sludge model no. 1 and reduced IWA simulation benchmark.
Predictions using the reduced model were verified using results from the full mechanism and empirical correlations from experiments.
Finally, a periodic output feedback control for the high order model is designed using the reduced model.
An optimization framework is then built using the reduced model based on key selected variables, which is optimized to find optimal conditions and performance of the process.
A parametric study using the reduced model is then applied to analyze the sensitivity of the optimal reactor design to changes in selected operating and kinetic parameters.
The backstepping control for the lateral control and the compensation of the system parameter and uncertainties is developed using the reduced model.
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The application of the method and the advantages of using the reduced models for model-based control are illustrated through a case study.
By using the reduced models in the simulation only when they are valid the Adaptive Chemistry solution matches the solution obtained using the detailed mechanism.
However, the interaction of 'abundance' and 'origin' was not significant (F1,29 = 1.235, R = 0.034, P = 0.255) in either of the two models and therefore, we continued with the analysis using the reduced models (i.e. by excluding the interaction but keeping the factor 'replicate') (Table 4).
A third possible extension would be to use the reduced model to explore remapping.
Moreover, we demonstrate that low-dimensional models (reduced-order models) can be generated to characterize the high-dimensional system and its underlying bifurcation structure; we use the reduced model to study these oscillations as a function of system size N.
More suggestions(15)
using the reduced median
using the reduced scheme
using the present model
using the logistic model
using the reduced feature
using the reduced dataset
using the reduced reduced-form
using the random model
using the reduced fold
using the simplified model
using the episodic model
using the reduced share
using the reduced reflectance
using the reduced pot
using the reduced order
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com