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Erschienen in: Soft Computing 10/2018

03.04.2017 | Methodologies and Application

Reduced order modelling of linear time-invariant system using modified cuckoo search algorithm

verfasst von: Afzal Sikander, Padmanabh Thakur

Erschienen in: Soft Computing | Ausgabe 10/2018

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Abstract

In this paper modified cuckoo search (MCS) algorithm is considered to develop reduced order model (ROM) of higher-order linear time-invariant systems. Firstly, the MCS algorithm has been employed to minimize the integral square error (ISE) between original and proposed ROM to obtain its unknown coefficients. Five systems of different order are considered to obtain their reduced order model. Finally, various performance indices, such as ISE, integral of absolute and integral of time multiplied by absolute error, have been estimated to reveal the efficacy of the proposed model. Also, time and frequency response characteristics of original higher-order model are compared with the proposed MCS-based and some of other existing techniques-based ROM available in the literature. Furthermore, the results are compared in terms of time response specifications such as rise time (\(t_\mathrm{r} \)) in second, settling time (\( t_\mathrm{s}\)) in second and maximum peak overshoot (\( M_\mathrm{p}\)) in percentage. It is revealed that the response of the proposed MCS-based ROM is much closer to the response of the original higher-order system.

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Metadaten
Titel
Reduced order modelling of linear time-invariant system using modified cuckoo search algorithm
verfasst von
Afzal Sikander
Padmanabh Thakur
Publikationsdatum
03.04.2017
Verlag
Springer Berlin Heidelberg
Erschienen in
Soft Computing / Ausgabe 10/2018
Print ISSN: 1432-7643
Elektronische ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-017-2589-4

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