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Batch scheme Hartley modulating functions method for abruptly changing parameters identification of nonlinear continuous-time systems.

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Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
In this work, a class of Hammerstein and integrable nonlinear continuous-time systems that are subject to parameters jump of unknown magnitudes or abrupt parameter changes occurring at unknown time instants are investigated via the batch scheme Hartley modulating functions (HMF) method. This new batch scheme HMF-algorithm is capable of parameter identification of nonlinear continuous-time systems varying in a discontinuous way. Considering the batch data records of input and noise corrupted output, the proposed approach first estimates the abruptly changing system parameters based on initial batch data and considers a new input-output data sample to update the initial record data by appending a new column and deleting the first column of the data vector. Then, it estimates the abruptly changing unknown parameters by shifting a batch data step forward at each sampling time applying the frequency weighted least squares HMF-algorithm. This technique is potentially useful in the design of failure detection and diagnosis applications. Illustrative simulation studies of Hammerstein and integrable nonlinear continuous-time systems are investigated to show the performance and potential of the proposed approach in the presence of measurement noises.
Słowa kluczowe
Czasopismo
Rocznik
Strony
67--87
Opis fizyczny
Bibliogr. 23 poz., tab. 2, rys. 15
Twórcy
autor
  • Control Engineering Laboratory, Faculty of Electrical Engineering, Ruhr-University Bochum, Building IC 3/131, D-44780 Bochum, Germany.
Bibliografia
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-BPW1-0001-0088
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