MENÜ MENÜ  

cover

Determining input-output properties of linear time-invariant systems from data

Exzellenzinitiative 2020

Anne Koch

ISBN 978-3-8325-5446-0
151 pages, year of publication: 2022
price: 43.50 €
Determining input-output properties of linear time-invariant systems from data
Due to their relevance in systems analysis and controller design, this thesis considers the problem of determining input-output properties of linear time-invariant systems. While obtaining a suitable mathematical model describing the input-output behavior of a dynamical system can be a difficult task, data of the system in form of input-output trajectories is often and increasingly available. This thesis therefore introduces three complementary data-driven analysis methods to determine input-output properties directly from data without deriving a mathematical model first. In particular, the results of this thesis include iterative methods, where data is actively sampled by performing experiments on the unknown system, as well as approaches based on available (offline) data. All these approaches are simple to apply, come with low requirements on the data, and provide rigorous theoretical guarantees.

Systems analysis not only provides insights into the system and allows to do controller design with guaranteed stability, but it can also validate a given controller or its closed-loop performance. By developing different methods to determine input-output properties directly from data on the basis of a rigorous mathematical analysis, this thesis contributes to a sound mathematical framework for data-driven systems analysis and control theory.

cover cover cover cover cover cover cover cover cover
Table of contents (PDF)

Preview (PDF)

Keywords:

  • Regelungstechnik
  • Systemtheorie
  • Daten
  • Systemanalyse
  • Dissipativität

BUYING OPTIONS

43.50 €
in stock

41.00 €
53.50 €
57.50 €

(D) = Within Germany
(W) = Abroad

You can purchase the eBook (PDF) alone or combined with the printed book (Bundle). In both cases we use the payment service of PayPal for charging you - nevertheless it is not necessary to have a PayPal-account. With purchasing the eBook or eBundle you accept our licence for eBooks.

For multi-user or campus licences (MyLibrary) please fill in the form or write an email to order@logos-verlag.de