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That is, the system has two symmetric periodic attractors, one of which is shown in Fig. 2(c). In this lemma, we can see an essential function of the ICC that makes stable dynamics by averaging twoâ€¦ (More)

- Max Espinoza, J. A. K. Suykens, Ronnie Belmans, B.L.R. De Moor
- IEEE Control Systems
- 2007

This article illustrates the application of a nonlinear system identification technique to the problem of STLF. Five NARX models are estimated using fixed-size LS-SVM, and two of the models are laterâ€¦ (More)

- Bert Pluymers, J. A. Rossiter, J. A. K. Suykens, B.L.R. De Moor
- Proceedings of the 2005, American Controlâ€¦
- 2005

In this paper the concept of maximal admissable set (MAS), introduced by Gilbert et al. (1991) for linear time-invariant systems, is extended to linear systems with polytopic uncertainty under linearâ€¦ (More)

- Max Espinoza, J. A. K. Suykens, B De Moor
- 2004 43rd IEEE Conference on Decision and Controlâ€¦
- 2004

Within the context of nonlinear system identification, the LS-SVM formulation is extended to define a partially linear LS-SVM in order to identify a model containing a linear part and a nonlinearâ€¦ (More)

In this letter we present an experimental confirmation of 3and 5-scroll attractors from a generalized Chua's circuit. The generalized Chua's circuit introduced by Suykens, Huang, and Chua makes useâ€¦ (More)

- Bert Pluymers, J. A. Rossiter, J. A. K. Suykens, B.L.R. De Moor
- Proceedings of the 2005, American Controlâ€¦
- 2005

Guaranteeing asymptotic stability and recursive constraint satisfaction for a set of initial states that is as large as possible and with both a minimal control cost and computational load can beâ€¦ (More)

- Luc Hoegaerts, J. A. K. Suykens, Joos Vandewalle, B De Moor
- 2004 IEEE International Joint Conference onâ€¦
- 2004

Kernel based methods suffer from exceeding time and memory requirements when applied on large datasets since the involved optimization problems typically scale polynomially in the number of dataâ€¦ (More)

- J. A. K. Suykens, J. Vandewalle, Biswanath De, MoorKatholieke

In this paper we present a new suucient condition for global asymptotic stability of Lur'e systems with sector and slope restricted nonlinearities. It is expressed as a matrix inequality and is basedâ€¦ (More)

In this paper we describe the winning entry of the time-series prediction competition which was part of the International Workshop on Advanced Black-Box Techniques for Nonlinear Modeling, held at K.â€¦ (More)

- Carlos Alzate, J. A. K. Suykens
- 2007 IEEE Symposium on Computational Intelligenceâ€¦
- 2007

In classical graph-based image segmentation, a data-driven matrix is constructed representing similarities between every pair of pixels. The eigenvectors of such matrices contain relevant informationâ€¦ (More)