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A unified experiment design framework for detection and identification in closed-loop performance diagnosis

Mesbah, A. (author)
Bombois, X. (author)
Forgione, M. (author)
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Ludlage, J. H. A. (author)
Modén, P. E. (author)
Hjalmarsson, Håkan (author)
KTH,Reglerteknik,ACCESS Linnaeus Centre
Van Den Hof, P. M. J. (author)
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 (creator_code:org_t)
IEEE, 2012
2012
English.
In: Decision and Control (CDC), 2012 IEEE 51st Annual Conference on. - : IEEE. ; , s. 2152-2157
  • Conference paper (peer-reviewed)
Abstract Subject headings
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  • This paper presents a least-costly experiment design framework for closed-loop performance diagnosis using prediction error identification. The performance diagnosis methodology consists in verifying whether an identified model of the true system lies in a performance-related region of interest. The experiment design framework minimizes the overall excitation cost incurred for detecting the cause of the performance drop and re-identifying the system dynamics when the degraded performance is due to control-relevant system changes. The optimal design of excitation signals is performed for a desired detection rate and a pre-specified level of accuracy required for the re-identified model.

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