14th IFAC Symposium on System Identification, SYSID 2006

SYSID-2006 Paper Abstract

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Paper FrPD1.1

Ljung, Lennart (Linkoping Univ.)

Some Aspects of Nonlinear System Identification

Scheduled for presentation during the Panel Discussion "Panel Discussion - Experiences and Challenges of Nonlinear System Identification" (FrPD1), Friday, March 31, 2006, 14:00−15:00, Concert Hall

14th IFAC Symposium on System Identification, March 29 - 31, 2006, Newcastle, Australia

This information is tentative and subject to change. Compiled on July 17, 2018

Keywords Nonlinear System Identification, Maximum Likelihood Methods, Neural Networks

Abstract

Identification of nonlinear systems is a very extensive problem, with roots and branches in several diverse fields. It is not possible to survey the area in a short text. The current presentation gives a sub jective view on some essential features in the area. These concern a classification of methods, the use of different shades of grey in models, and some overall issues like bias-variance trade-offs, data sparseness and the peril of local minima.