Mx. Sun et Dw. Wang, Initial condition issues on iterative learning control for non-linear systems with time delay, INT J SYST, 32(11), 2001, pp. 1365-1375
Most of the available results on iterative learning control address traject
ory tracking problem for systems without time delay. The role of the initia
l function in tracking performance of iterative learning control for system
s with time delay is not yet fully understood. In this paper, asymptotic pr
operties of a conventional learning algorithm are examined for a class of n
on-linear systems with time delay in the presence of initial function error
s. It is shown that a non-zero initial function deviation can cause a lasti
ng tracking error on the entire operation. Impulsive action is one method t
o eliminate such lasting tracking error but it is not a practical approach.
As an alternative, an initial rectifying action is introduced in the learn
ing algorithm. The initial rectifying action is finite and used over a spec
ified interval. It is shown to be effective in the improvement of tracking
performance, in particular robustness and uniform convergence. The results
are further extended to systems with multiple time delays. An example is gi
ven and computer simulations are presented to demonstrate the performance o
f the proposed approach.