Article ID Journal Published Year Pages File Type
699655 Control Engineering Practice 2013 15 Pages PDF
Abstract

•Representation free system identification problem.•Identification from multiple experiments with possibly different lengths.•Data with exact and missing values in arbitrary variables and moments of time.•Implementation in a literature programming style.

An identification problem with no a priori separation of the variables into inputs and outputs and representation invariant approximation criterion is considered. The model class consists of linear time-invariant systems of bounded complexity and the approximation criterion is the minimum of a weighted 2-norm distance between the given time series and a time series that is consistent with the model. The problem is equivalent to and is solved as a mosaic-Hankel structured low-rank approximation problem. Software implementing the approach is developed and tested on benchmark problems. Additional nonstandard features of the software are specification of exact and missing variables and identification from multiple experiments.

Related Topics
Physical Sciences and Engineering Engineering Aerospace Engineering
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