In this paper black-box models of the electrical behavior and UV radiation process of an excimer lamp are estimated, employing Set Membership techniques.
Note that with comparison to the existing methods, the proposed method has a clear physical meaning and the set-membership technique makes it more feasible to calculate the fault detection rates relative to different choices of auxiliary signals with smaller energy.
The FTC module will use the information from the Fault Detection and Isolation (FDI) module previously designed using set-membership techniques.
See Supplementary Box S1 for more information about the multiple membership analysis technique.
This paper investigates the robustness of Nonlinear Model Predictive Control (NMPC) laws that employ approximated models, derived with Nonlinear Set Membership (NSM) techniques, with bounded model uncertainty.
In particular, a Nonlinear Set Membership (NSM) identification technique is used to derive a system model and a bound of the related uncertainty.
To validate cluster membership, the silhouette validation technique [31] was used to calculate the silhouette width for each gene in our analyses.
While we have used a rolling clinical panel with a diverse membership and a Delphi technique to elicit consensus and informed the deliberations with the best published guideline evidence, it is possible that another expert group would have arrived at a somewhat different set of care protocols.
With our very large sample size and use of data from the entire target membership, standard statistical inference techniques were not relevant.
