DocumentCode
115148
Title
Aspects in inferential Iterative Learning Control: A 2D systems analysis
Author
Bolder, Joost ; Oomen, Tom ; Steinbuch, Maarten
Author_Institution
Dept. of Mech. Eng., Eindhoven Univ. of Technol., Eindhoven, Netherlands
fYear
2014
fDate
15-17 Dec. 2014
Firstpage
3584
Lastpage
3589
Abstract
Increasing performance requirements lead to a situation where performance variables need to be explicitly distinguished from measured variables. The performance variables are not available for feedback. Instead, they are often available after a task. This enables the application of batch-to-batch control strategies such as Iterative Learning Control (ILC) to the performance variables. The aim of this paper is to reveal potential problems in combining ILC and feedback control for this scenario, and to propose a solution. The time-trial dynamics of a common ILC algorithm with dynamic learning filters are cast into discrete linear repetitive processes, a class of 2D systems. Appropriate 2D stability notions are connected to well-known conditions on the ILC algorithm. The analysis reveals that there are important cases where the ILC and feedback combination is not stable in a 2D sense. A solution to deal with such cases is proposed. The analysis is supported with a simulation example of medium positioning drive in a printing system.
Keywords
adaptive control; control system analysis; discrete time systems; feedback; iterative learning control; iterative methods; linear systems; stability; 2D stability; 2D system analysis; 2D systems; ILC algorithm; batch-to-batch control strategies; discrete linear repetitive processes; dynamic learning filters; explicit analysis; feedback control; inferential iterative learning control; measured variables; medium positioning drive; performance requirements; performance variables; printing system; time-trial dynamics; Adaptive control; Asymptotic stability; Convergence; Eigenvalues and eigenfunctions; Heuristic algorithms; Stability criteria;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control (CDC), 2014 IEEE 53rd Annual Conference on
Conference_Location
Los Angeles, CA
Print_ISBN
978-1-4799-7746-8
Type
conf
DOI
10.1109/CDC.2014.7039946
Filename
7039946
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