L. Xie et al., DESIGN OF OPTIMAL REDUCED-ORDER FILTER FOR UNSTABLE DISCRETE-TIME-SYSTEMS, IEE proceedings. Control theory and applications, 145(5), 1998, pp. 397-404
The paper is concerned with H-2 optimal reduced-order filtering for a
linear discrete time: signal model, The signal. model is allowed to be
unstable. The objective is: to obtain a reduced- order filter that no
t only gives rise to a: stable filtering error transfer function but a
lso minimises the HT norm. The authors first derive a parameterisation
of a set of filters of fixed order which lead to stable filtering err
or transfer functions. Such a parameterisation is given in terms of an
arbitrary orthogonal projection matrix. As a consequence, the problem
of minimising the Hz norm of the filtering error transfer function ov
er the set: of; reduced-order filters is formulated as an equivalent u
nconstrained parametric optimisation, problem over a compact manifold.
Two gradient-based: algorithms are then, proposed to compute an. opti
mal reduced-order filter. The good properties of the algorithms, inclu
ding: the convergence property, are established theoretically as well
as demonstrated numerically with an example..