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Multimodel Representation of Complex Nonlinear Systems: A Multifaceted Approach for Real-Time Application
Joint Authors
M’sahli, Faouzi
Hichem, Bennasr
Source
Mathematical Problems in Engineering
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-15, 15 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-10-16
Country of Publication
Egypt
No. of Pages
15
Main Subjects
Abstract EN
Presenting an important potential in the representation of nonlinear systems, the multimodel approach remains an attractive axis for research.
One of the important problems in the multimodel structure concerns the validity calculation which is a fundamental point especially when the process is corrupted with noise and/or its parameters are of high variations.
A new approach based on the use of both two type of validity is proposed.
A developed specification of the need of each one is explained by an optimization procedure.
The conduct of this approach requires, first, the classification of the numerical data into a set of clusters.
The frequency-sensitive competitive learning (FSCL) algorithm is used to select the number of models and the fuzzy k-means algorithm identify the operating clusters.
From the satisfactory results in terms of precision and robustness obtained on theoretical examples, we are incited to confirm our contribution to real process reactor.
The results obtained are compared to the classical approaches showing its ability to represent adequately the nonlinear process with a superior precision and accuracy and from this the classic strategy of multimodel representation is oriented towards a multifaceted approach.
American Psychological Association (APA)
Hichem, Bennasr& M’sahli, Faouzi. 2018. Multimodel Representation of Complex Nonlinear Systems: A Multifaceted Approach for Real-Time Application. Mathematical Problems in Engineering،Vol. 2018, no. 2018, pp.1-15.
https://search.emarefa.net/detail/BIM-1205861
Modern Language Association (MLA)
Hichem, Bennasr& M’sahli, Faouzi. Multimodel Representation of Complex Nonlinear Systems: A Multifaceted Approach for Real-Time Application. Mathematical Problems in Engineering No. 2018 (2018), pp.1-15.
https://search.emarefa.net/detail/BIM-1205861
American Medical Association (AMA)
Hichem, Bennasr& M’sahli, Faouzi. Multimodel Representation of Complex Nonlinear Systems: A Multifaceted Approach for Real-Time Application. Mathematical Problems in Engineering. 2018. Vol. 2018, no. 2018, pp.1-15.
https://search.emarefa.net/detail/BIM-1205861
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1205861