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On the Relation Bet...
On the Relation Between Discrete and Continuous-Time Refined Instrumental Variable Methods
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- González, Rodrigo A. (författare)
- Eindhoven Univ Technol, Control Syst Technol Res Sect, NL-5612 AZ Eindhoven, Netherlands.
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- Rojas, Cristian R., 1980- (författare)
- KTH,Reglerteknik
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- Pan, Siqi (författare)
- Univ Newcastle, Sch Engn, Callaghan, NSW 2308, Australia.
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- Welsh, James S. (författare)
- Univ Newcastle, Sch Engn, Callaghan, NSW 2308, Australia.
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Eindhoven Univ Technol, Control Syst Technol Res Sect, NL-5612 AZ Eindhoven, Netherlands Reglerteknik (creator_code:org_t)
- Institute of Electrical and Electronics Engineers (IEEE), 2023
- 2023
- Engelska.
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Ingår i: IEEE Control Systems Letters. - : Institute of Electrical and Electronics Engineers (IEEE). - 2475-1456. ; 7, s. 2233-2238
- Relaterad länk:
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https://doi.org/10.1...
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https://urn.kb.se/re...
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https://doi.org/10.1...
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Abstract
Ämnesord
Stäng
- The Refined Instrumental Variable method for discrete-time systems (RIV) and its variant for continuous-time systems (RIVC) are popular methods for the identification of linear systems in open-loop. The continuous-time equivalent of the transfer function estimate given by the RIV method is commonly used as an initialization point for the RIVC estimator. In this letter, we prove that these estimators share the same converging points for finite sample size when the continuous-time model has relative degree zero or one. This relation does not hold for higher relative degrees. Then, we propose a modification of the RIV method whose continuous-time equivalent is equal to the RIVC estimator for any non-negative relative degree. The implications of the theoretical results are illustrated via a simulation example.
Ämnesord
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Reglerteknik (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Control Engineering (hsv//eng)
Nyckelord
- Instruments
- System identification
- Computed tomography
- Transfer functions
- Optimization
- Linear systems
- Mathematical models
- Identification
- refined instrumental variables
- parsimony
Publikations- och innehållstyp
- ref (ämneskategori)
- art (ämneskategori)
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