System Identification Beyond the Nyquist Frequency:A Kernel-Regularized Approach
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| Název: | System Identification Beyond the Nyquist Frequency:A Kernel-Regularized Approach |
|---|---|
| Autoři: | van Haren, Max, Smith, Roy S., Oomen, Tom A.E. |
| Zdroj: | van Haren, M, Smith, R S & Oomen, T A E 2025, 'System Identification Beyond the Nyquist Frequency : A Kernel-Regularized Approach', Control Engineering Practice, vol. 164, 106425. https://doi.org/10.1016/j.conengprac.2025.106425 |
| Rok vydání: | 2025 |
| Témata: | system identification, Kernel-regularized estimation, multirate, sampled-data systems, frequency response function (FRF), Frequency response functions |
| Popis: | Models that contain intersample behavior are important for control design of systems with slow-rate outputs. The aim of this paper is to develop a system identification technique for fast-rate models of systems where only slow-rate output measurements are available, e.g., vision-in-the-loop systems. In this paper, the intersample response is estimated by identifying fast-rate models through least-squares criteria, and the limitations of these models are determined. In addition, a method is developed that surpasses these limitations and is capable of estimating unique fast-rate models of arbitrary order by regularizing the least-squares estimate. The developed method utilizes fast-rate inputs and slow-rate output measurements and identifies fast-rate models accurately in a single identification experiment. Finally, both simulation and experimental validation on a prototype wafer stage demonstrate the effectiveness of the framework. |
| Druh dokumentu: | article in journal/newspaper |
| Popis souboru: | application/pdf |
| Jazyk: | English |
| Relation: | info:eu-repo/semantics/altIdentifier/pissn/0967-0661 |
| DOI: | 10.1016/j.conengprac.2025.106425 |
| Dostupnost: | https://research.tue.nl/en/publications/388d7124-2c9a-49b5-81ee-d8eb5342dd2f https://doi.org/10.1016/j.conengprac.2025.106425 https://pure.tue.nl/ws/files/360474542/SlowSampledTimeDomainFIR.pdf https://pure.tue.nl/ws/files/360545945/1-s2.0-S0967066125001881-main.pdf https://www.scopus.com/pages/publications/105007799790 |
| Rights: | info:eu-repo/semantics/openAccess ; http://creativecommons.org/licenses/by-nc-nd/4.0/ ; http://creativecommons.org/licenses/by/4.0/ |
| Přístupové číslo: | edsbas.34CEF18B |
| Databáze: | BASE |
| FullText | Text: Availability: 0 CustomLinks: – Url: https://research.tue.nl/en/publications/388d7124-2c9a-49b5-81ee-d8eb5342dd2f# Name: EDS - BASE (s4221598) Category: fullText Text: View record from BASE – Url: https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=EBSCO&SrcAuth=EBSCO&DestApp=WOS&ServiceName=TransferToWoS&DestLinkType=GeneralSearchSummary&Func=Links&author=van%20Haren%20M Name: ISI Category: fullText Text: Nájsť tento článok vo Web of Science Icon: https://imagesrvr.epnet.com/ls/20docs.gif MouseOverText: Nájsť tento článok vo Web of Science |
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| Header | DbId: edsbas DbLabel: BASE An: edsbas.34CEF18B RelevancyScore: 1009 AccessLevel: 3 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 1009.3056640625 |
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| Items | – Name: Title Label: Title Group: Ti Data: System Identification Beyond the Nyquist Frequency:A Kernel-Regularized Approach – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22van+Haren%2C+Max%22">van Haren, Max</searchLink><br /><searchLink fieldCode="AR" term="%22Smith%2C+Roy+S%2E%22">Smith, Roy S.</searchLink><br /><searchLink fieldCode="AR" term="%22Oomen%2C+Tom+A%2EE%2E%22">Oomen, Tom A.E.</searchLink> – Name: TitleSource Label: Source Group: Src Data: van Haren, M, Smith, R S & Oomen, T A E 2025, 'System Identification Beyond the Nyquist Frequency : A Kernel-Regularized Approach', Control Engineering Practice, vol. 164, 106425. https://doi.org/10.1016/j.conengprac.2025.106425 – Name: DatePubCY Label: Publication Year Group: Date Data: 2025 – Name: Subject Label: Subject Terms Group: Su Data: <searchLink fieldCode="DE" term="%22system+identification%22">system identification</searchLink><br /><searchLink fieldCode="DE" term="%22Kernel-regularized+estimation%22">Kernel-regularized estimation</searchLink><br /><searchLink fieldCode="DE" term="%22multirate%22">multirate</searchLink><br /><searchLink fieldCode="DE" term="%22sampled-data+systems%22">sampled-data systems</searchLink><br /><searchLink fieldCode="DE" term="%22frequency+response+function+%28FRF%29%22">frequency response function (FRF)</searchLink><br /><searchLink fieldCode="DE" term="%22Frequency+response+functions%22">Frequency response functions</searchLink> – Name: Abstract Label: Description Group: Ab Data: Models that contain intersample behavior are important for control design of systems with slow-rate outputs. The aim of this paper is to develop a system identification technique for fast-rate models of systems where only slow-rate output measurements are available, e.g., vision-in-the-loop systems. In this paper, the intersample response is estimated by identifying fast-rate models through least-squares criteria, and the limitations of these models are determined. In addition, a method is developed that surpasses these limitations and is capable of estimating unique fast-rate models of arbitrary order by regularizing the least-squares estimate. The developed method utilizes fast-rate inputs and slow-rate output measurements and identifies fast-rate models accurately in a single identification experiment. Finally, both simulation and experimental validation on a prototype wafer stage demonstrate the effectiveness of the framework. – Name: TypeDocument Label: Document Type Group: TypDoc Data: article in journal/newspaper – Name: Format Label: File Description Group: SrcInfo Data: application/pdf – Name: Language Label: Language Group: Lang Data: English – Name: NoteTitleSource Label: Relation Group: SrcInfo Data: info:eu-repo/semantics/altIdentifier/pissn/0967-0661 – Name: DOI Label: DOI Group: ID Data: 10.1016/j.conengprac.2025.106425 – Name: URL Label: Availability Group: URL Data: https://research.tue.nl/en/publications/388d7124-2c9a-49b5-81ee-d8eb5342dd2f<br />https://doi.org/10.1016/j.conengprac.2025.106425<br />https://pure.tue.nl/ws/files/360474542/SlowSampledTimeDomainFIR.pdf<br />https://pure.tue.nl/ws/files/360545945/1-s2.0-S0967066125001881-main.pdf<br />https://www.scopus.com/pages/publications/105007799790 – Name: Copyright Label: Rights Group: Cpyrght Data: info:eu-repo/semantics/openAccess ; http://creativecommons.org/licenses/by-nc-nd/4.0/ ; http://creativecommons.org/licenses/by/4.0/ – Name: AN Label: Accession Number Group: ID Data: edsbas.34CEF18B |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1016/j.conengprac.2025.106425 Languages: – Text: English Subjects: – SubjectFull: system identification Type: general – SubjectFull: Kernel-regularized estimation Type: general – SubjectFull: multirate Type: general – SubjectFull: sampled-data systems Type: general – SubjectFull: frequency response function (FRF) Type: general – SubjectFull: Frequency response functions Type: general Titles: – TitleFull: System Identification Beyond the Nyquist Frequency:A Kernel-Regularized Approach Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: van Haren, Max – PersonEntity: Name: NameFull: Smith, Roy S. – PersonEntity: Name: NameFull: Oomen, Tom A.E. IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 01 Type: published Y: 2025 Identifiers: – Type: issn-locals Value: edsbas – Type: issn-locals Value: edsbas.oa Titles: – TitleFull: van Haren, M, Smith, R S & Oomen, T A E 2025, 'System Identification Beyond the Nyquist Frequency : A Kernel-Regularized Approach', Control Engineering Practice, vol. 164, 106425. https://doi.org/10.1016/j.conengprac.2025.106425 Type: main |
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