Title of article :
Approximative model reconstruction of cascade systems
Author/Authors :
Sandberg، نويسنده , , Henrik and Hنgg، نويسنده , , Per and Wahlberg، نويسنده , , Bo، نويسنده ,
Issue Information :
ماهنامه با شماره پیاپی سال 2014
Abstract :
This letter considers how to approximately reconstruct a cascade system from a given unstructured system estimate. Many system identification methods, including subspace methods, provide reliable but generally unstructured black-box models. The problem we consider is how to find cascade systems that are close to such black-box models. For this, we use model matching techniques and optimal weighted Hankel-norm approximation to obtain accurate low-order cascade systems. We show that it is possible to bound the reconstruction error in terms of an error tolerance parameter and weighted Hankel singular values. The suggested methods are illustrated on both a numerical example and a real double tank system with experimental data.
Keywords :
Model reduction , Cascade systems , model matching
Journal title :
Systems and Control Letters
Journal title :
Systems and Control Letters