INNOVATIONS GENERATION IN THE PRESENCE OF UNKNOWN INPUTS - APPLICATION TO ROBUST FAILURE-DETECTION

Authors
Citation
R. Nikoukhah, INNOVATIONS GENERATION IN THE PRESENCE OF UNKNOWN INPUTS - APPLICATION TO ROBUST FAILURE-DETECTION, Automatica, 30(12), 1994, pp. 1851-1867
Citations number
13
Categorie Soggetti
Controlo Theory & Cybernetics","Robotics & Automatic Control
Journal title
ISSN journal
00051098
Volume
30
Issue
12
Year of publication
1994
Pages
1851 - 1867
Database
ISI
SICI code
0005-1098(1994)30:12<1851:IGITPO>2.0.ZU;2-K
Abstract
The first step in innovations-based failure detection is the construct ion of an innovations generator, i.e. a filter which, in the absence o f failures from the inputs and the outputs of the system, generates a zero-mean white process with known covariance called innovations. A de cision on whether a failure has occurred is then made by monitoring an d applying statistical tests to this innovations process. In this pape r, a method for constructing innovations in the case where the model c ontains unknown inputs and disturbances is presented. The solution is complete in the sense that it covers 'singular' cases.