On Optimal Test Signal Design and Parameter Identification Schemes for Dynamic Takagi-Sugeno Fuzzy Models Using the Fisher Information Matrix
| dc.date.accessioned | 2022-07-01T12:17:48Z | |
| dc.date.available | 2022-07-01T12:17:48Z | |
| dc.date.issued | 2021-11-21 | |
| dc.identifier | doi:10.17170/kobra-202204206047 | |
| dc.identifier.uri | http://hdl.handle.net/123456789/13977 | |
| dc.description.sponsorship | Gefördert im Rahmen des Projekts DEAL | ger |
| dc.language.iso | eng | eng |
| dc.rights | Namensnennung 4.0 International | * |
| dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | * |
| dc.subject | optimal experiment design | eng |
| dc.subject | Fisher information matrix | eng |
| dc.subject | Takagi-Sugeno models | eng |
| dc.subject | nonlinear system identification | eng |
| dc.subject.ddc | 620 | |
| dc.title | On Optimal Test Signal Design and Parameter Identification Schemes for Dynamic Takagi-Sugeno Fuzzy Models Using the Fisher Information Matrix | eng |
| dc.type | Aufsatz | |
| dcterms.abstract | This paper is concerned with the analysis of optimization procedures for optimal experiment design for locally affine Takagi-Sugeno (TS) fuzzy models based on the Fisher Information Matrix (FIM). The FIM is used to estimate the covariance matrix of a parameter estimate. It depends on the model parameters as well as the regression variables. Due to the dependency on the model parameters good initial models are required. Since the FIM is a matrix, a scalar measure of the FIM is optimized. Different measures and optimization goals are investigated in three case studies. | eng |
| dcterms.accessRights | open access | |
| dcterms.creator | Himmelsbach, Matthias | |
| dcterms.creator | Kroll, Andreas | |
| dc.relation.doi | doi:10.1007/s40815-021-01185-9 | |
| dc.relation.projectid | KR3795/7-1 | |
| dc.subject.swd | Optimale Versuchsplanung | ger |
| dc.subject.swd | Fisher-Information | ger |
| dc.subject.swd | Takagi-Sugeno-Regler | ger |
| dc.subject.swd | Fuzzy-Logik | ger |
| dc.subject.swd | Systemidentifikation | ger |
| dc.type.version | publishedVersion | |
| dcterms.source.identifier | eissn:2199-3211 | |
| dcterms.source.issue | Issue 2 | |
| dcterms.source.journal | International Journal of Fuzzy Systems (IJFS) | eng |
| dcterms.source.pageinfo | 1012-1024 | |
| dcterms.source.volume | Volume 24 | |
| kup.iskup | false |
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