This paper demonstrates how ambient vibration measurements at a limited num
ber of locations can be effectively utilized to estimate parameters of a fi
nite element model of a large-scale structural system involving a large num
ber of elements. System identification using ambient vibration measurements
presents a challenge requiring the use of special identification technique
s, which can deal with very small magnitudes of ambient vibration contamina
ted by noise without the knowledge of input forces. In the present study th
e modal parameters such as natural frequencies, damping ratios, and mode sh
apes of the structural system were estimated by means of appropriate system
identification techniques including the random decrement method Moreover,
estimation of parameters such as the stiffness matrix of the finite element
model from the system response measured by a limited number of sensors is
another challenge. In this study, the system stiffness matrix was estimated
by using the quadratic optimization involving the computed and measured mo
dal strain energy of the system, with the aid of a sensitivity relationship
between each element stiffness and the modal parameters established by the
second-order inverse modal perturbation theory. The finite element models
thus identified represent the actual structural system very well, as their
calculated dynamic characteristics satisfactorily matched the observed ones
from the ambient vibration test performed on a large-scale structural syst
em subjected primarily to ambient wind excitations, It is noted that newly
developed optical fiber accelerometers were used for this ambient vibration
test. The dynamic models identified by this study will be used for design
of an active mass damper system to be installed on this structure for suppr
essing its wind vibration.