Process Modelling for Control: A Unified Framework Using Standard Black-box Techniques

5.3: Model Validation for Control and Controller Validation

5.3 Model Validation for Control and Controller Validation

We have seen in the previous section how a parametric confidence region , guaranteed to contain the unknown true system G 0 with a chosen probability p, could be built using prediction-error identification. In this section, we describe tools for using the uncertainty region in a robust control framework. These tools are, respectively, a control-oriented measure of the size of a generic prediction-error uncertainty set of the form (5.27) (Subsection 5.3.1), controller validation tools for stability (Subsection 5.3.2) and controller validation tools for performance (Subsection 5.3.3).

5.3.1 A Control-oriented Measure of the Size of a Prediction-error Uncertainty Set

The uncertainty region of (5.27) depends very much on the experimental conditions used for the validation experiment: open-loop or closed-loop setup, choice of signal spectra, etc. Thus, different validation experiments yield different uncertainty regions , each containing the true G 0 with probability p. It is therefore useful to possess a measure of quality of a model set that is connected to the size of a controller set that stabilises all models in . Such a measure is the worst-case ?- gap and its frequency-by-frequency counterpart, the worst-case chordal distance. They are extensions of Vinnicombe's ?-gap and chordal distance between two transfer functions and are defined as follows.

Definition 5.2

(WORST-CASE CHORDAL distance) The worst-case chordal distance at frequency us between a nominal system G nom and all systems in...

UNLIMITED FREE
ACCESS
TO THE WORLD'S BEST IDEAS

SUBMIT
Already a GlobalSpec user? Log in.

This is embarrasing...

An error occurred while processing the form. Please try again in a few minutes.

Customize Your GlobalSpec Experience

Category: Data Warehousing Software
Finish!
Privacy Policy

This is embarrasing...

An error occurred while processing the form. Please try again in a few minutes.