A PROBABILISTIC APPROACH TO RUN-TO-RUN CONTROL

Citation
Es. Hamby et al., A PROBABILISTIC APPROACH TO RUN-TO-RUN CONTROL, IEEE transactions on semiconductor manufacturing, 11(4), 1998, pp. 654-669
Citations number
21
Categorie Soggetti
Engineering, Eletrical & Electronic","Engineering, Manufacturing","Physics, Applied
ISSN journal
08946507
Volume
11
Issue
4
Year of publication
1998
Pages
654 - 669
Database
ISI
SICI code
0894-6507(1998)11:4<654:APATRC>2.0.ZU;2-L
Abstract
This paper considers model uncertainty in the run-to-run control probl em from a probabilistic viewpoint. The methodology assumes that the mo del parameters are stochastic and uses experimental input-output data off-line to characterize the probability distribution of the model par ameters. This naturally leads to the notions of probability of stabili ty and probability of performance as a means of evaluating run-to-run controllers, Analytic formulas for the probability of stability are gi ven for the particular case of an EWMA controller. When considering a more general notion of performance, the Monte Carlo method is used to approximate the probability of performance to a high degree of confide nce, This probabilistic approach to run-to-run control is then illustr ated on a virtual plasma etching reactor. Finally, the reliability of the method is investigated.