A preliminary look at the self-study kit for dissemination of nonlinear system identification

Onderzoeksoutput: Meeting abstract (Book)

Samenvatting

Practitioners in industry often face nonlinear systems but nevertheless use Linear Time Invariant (LTI) identification due to restricted dissemination of nonlinear identification knowledge. Being aware that most systems can behave nonlinearly, there is a need for a more widespread knowledge about the nonlinear system identification (SI) in general and the NL detection in particular. The goal of this work is to create a self-study kit to introduce this knowledge to the practitioner in a practical and self-contained way. The focus is put to obtaining useful, intuitive, and usable hands-on knowledge of nonlinear SI. To this end, every step is applied to a small practical but real test case system in order to keep the gap between theory and practice very small. A small mechanical test case system is already built to support the self-study kit. The self-study kit will support more than a linear learning process to allow users, with different background knowledge, learn nonlinear SI. It will be created in a cross-linked modular way. This allows a user without previous knowledge to learn the identification process step by step, while an experienced user will be able to cherry-pick the knowledge required without wasting too much time on searching information.
Originele taal-2English
TitelPresentation of poster at ERNSI 2014, European Research Network on System Identification, Oostende, Belgium, September 21-24, 2014
StatusPublished - 21 sep. 2014
EvenementERNSI 2014 - Thermae Palace Hotel, Ostend, Belgium
Duur: 21 sep. 201424 sep. 2014

Workshop

WorkshopERNSI 2014
Periode21/09/1424/09/14
AnderModelling of dynamical systems is fundamental in almost all disciplines of science and engineering, ranging from life science to plant-wide process control. Engineering uses models for the design and analysis of complex technical systems. System identification concerns the construction, estimation and validation of mathematical models of dynamical physical or engineering phenomena from experimental data. This is the 23rd version of the European Workshop on System Identification, the first one being held in Saint-Malo in 1992. All through these years the workshop has maintained the scope of bringing together European researchers in the area of System Identification, in an informal setting that gives ample opportunities for participants to meet. The workshop program is composed of lectures from invited speakers, lectures from members of the ERNSI community, and poster presentations by -particularly- the PhD students and postdocs that are active in the network.

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