Applications of mixed H2 and H∞ input design in identification
2005 (English)In: / [ed] Pavel Zítek, 2005, Vol. 16, 458-463 p.Conference paper (Refereed)
The objective of this contribution is to quantify benefits of optimal input design compared to the use of standard identification input signals, e.g. PRBS signals for some common, and important, application areas of system identification. Two benchmark problems taken from process control and control of flexible mechanical structures are considered. We present results both when the design is based on knowledge of the true system (in general the optimal design depends on the system itself) and for a practical two step procedure when an initial model estimate is used in the design instead of the true system. The results show that there is a substantial reduction in experiment time and input excitation level. A discussion on the sensitivity of the optimal input design to model estimates is provided.
Place, publisher, year, edition, pages
2005. Vol. 16, 458-463 p.
, IFAC Proceedings Volumes (IFAC-PapersOnline), ISSN 1474-6670 ; Volume 16
Identification, Input design, Mechanical systems, Process control, Application area, Bench-mark problems, Excitation levels, Identification input, Mechanical structures, Mixed H, Model estimates, Optimal design, Optimal input design, PRBS signals, Substantial reduction, Two-step procedure, Automation, Control, Design, Identification (control systems), Optimization
Research subject SRA - ICT
IdentifiersURN: urn:nbn:se:kth:diva-60549ScopusID: 2-s2.0-79960728805ISBN: 978-008045108-4OAI: oai:DiVA.org:kth-60549DiVA: diva2:478689
16th Triennial World Congress of International Federation of Automatic Control, IFAC 2005; Prague; Czech Republic; 3 July 2005 through 8 July 2005
FunderSwedish Research Council, 621-2001-2147
QC 201201172012-01-162012-01-132014-12-05Bibliographically approved