H. Rotstein et al., SET MEMBERSHIP APPROACH FOR REDUCING VALUE SETS IN THE FREQUENCY-DOMAIN, IEEE transactions on automatic control, 43(9), 1998, pp. 1346-1350
In recent years, several nonparametric robust identification algorithm
s have been proposed that generate a collection of frequency-dependent
value sets where the ''true'' model of an linear time-invariant syste
m is assumed to lie. If the system is also assumed to have restricted
complexity, then the identified value sets mag be conservative. The pu
rpose of this paper is to investigate this problem of conservativeness
from a set membership viewpoint and propose an algorithm for computin
g the largest value sets contained in the original ones that can be ge
nerated by a model of fixed structure but unknown parameters.