K. Huh et Jl. Stein, WELL-CONDITIONED OBSERVER DESIGN FOR OBSERVER-BASED MONITORING SYSTEMS, Journal of dynamic systems, measurement, and control, 117(4), 1995, pp. 592-599
Observer-based monitoring systems for machine diagnostics and control
are receiving increased attention. These observer techniques can estim
ate process and machine variables from inexpensive, easy to install re
mote sensors based on state-space models of the machine structure betw
een the machine variables of interest and the location of the remote s
ensors. Unfortunately, these observers can be ill-conditioned and this
leads to poor performance. The authors have previously shown that obs
erver performance can be represented by a single performance index, th
e condition number of the eigensystem of the state observer matrix and
that there exists an upper bound for the index in non-normal matrices
and the bound can be determined by the structure and eigenvalues of t
he observer matrix. In this paper a design methodology for synthesizin
g well-conditioned observers is proposed based on the upper bound of t
he performance index. The methodology is based on the fact that a smal
l upper bound guarantees small values of the performance index. A well
-conditioned matrix form is defined and a block-by block design strate
gy to produce a well-conditioned observer matrix is presented. A compl
ete design procedure for well-conditioned deterministic state observer
s is given for the single-output case. The design strategy is illustra
ted with an example that shows that the proposed well-conditioned obse
rver performs much better than an observer designed with traditional p
ole placement techniques.