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Optimal enforcement...
Optimal enforcement of causality in non-parametric transfer function estimation
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González, R. A. (författare)
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- Valenzuela, Patricio Esteban (författare)
- KTH,ACCESS Linnaeus Centre
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- Rojas, Cristian R., 1980- (författare)
- KTH,Reglerteknik
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Rojas, R. A. (författare)
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(creator_code:org_t)
- Institute of Electrical and Electronics Engineers Inc. 2017
- 2017
- Engelska.
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Ingår i: IEEE Control Systems Letters. - : Institute of Electrical and Electronics Engineers Inc.. - 2475-1456. ; 1:2, s. 268-273
- Relaterad länk:
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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
- Traditionally, non-parametric impulse and frequency response functions are estimated by taking the ratio of power spectral density estimates. However, this approach may often lead to non-causal estimates. In this letter, we derive a closed form expression for the impulse response estimator by smoothed empirical transfer function estimate, which allows optimal enforcement of causality on non-parametric estimators based on spectral analysis. The new method is shown to be asymptotically unbiased and of minimum covariance in a positive semidefinite sense among a broad class of linear estimators. Numerical simulations illustrate the performance of the new estimator.
Ämnesord
- NATURVETENSKAP -- Matematik -- Sannolikhetsteori och statistik (hsv//swe)
- NATURAL SCIENCES -- Mathematics -- Probability Theory and Statistics (hsv//eng)
Nyckelord
- Causality
- ETFE
- Non-parametric estimation
- Spectral analysis
- System identification
- Frequency response
- Identification (control systems)
- Impulse response
- Spectral density
- Spectrum analysis
- Transfer functions
- Closed-form expression
- Empirical transfer function estimates
- Frequency response functions
- Non-parametric estimations
- Positive semidefinite
- Transfer function estimation
- Parameter estimation
Publikations- och innehållstyp
- ref (ämneskategori)
- art (ämneskategori)
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