TY - JOUR
T1 - A frequency-domain approach for enhanced performance and task flexibility in finite-time ILC
AU - van Haren, Max
AU - Tsurumoto, Kentaro
AU - Mae, Masahiro
AU - Blanken, Lennart
AU - Ohnishi, Wataru
AU - Oomen, Tom
PY - 2024/6/19
Y1 - 2024/6/19
N2 - Iterative learning control (ILC) techniques are capable of improving the tracking performance of control systems that repeatedly perform similar tasks by utilizing data from past iterations. The aim of this paper is to achieve both the task flexibility enabled by ILC with basis functions and the performance of frequency-domain ILC, with an intuitive design procedure. The cost function of norm-optimal ILC is determined that recovers frequency-domain ILC, and consequently, the feedforward signal is parameterized in terms of basis functions and frequency-domain ILC. The resulting method has the performance and design procedure of frequency-domain ILC and the task flexibility of basis functions ILC, and are complimentary to each other. Validation on a benchmark example confirms the capabilities of the framework.
AB - Iterative learning control (ILC) techniques are capable of improving the tracking performance of control systems that repeatedly perform similar tasks by utilizing data from past iterations. The aim of this paper is to achieve both the task flexibility enabled by ILC with basis functions and the performance of frequency-domain ILC, with an intuitive design procedure. The cost function of norm-optimal ILC is determined that recovers frequency-domain ILC, and consequently, the feedforward signal is parameterized in terms of basis functions and frequency-domain ILC. The resulting method has the performance and design procedure of frequency-domain ILC and the task flexibility of basis functions ILC, and are complimentary to each other. Validation on a benchmark example confirms the capabilities of the framework.
KW - Feedforward control
KW - Iterative learning control
KW - Mechatronics
UR - http://www.scopus.com/inward/record.url?scp=85196861663&partnerID=8YFLogxK
U2 - 10.1016/j.ejcon.2024.101033
DO - 10.1016/j.ejcon.2024.101033
M3 - Article
AN - SCOPUS:85196861663
SN - 0947-3580
JO - European Journal of Control
JF - European Journal of Control
M1 - 101033
ER -