Jf. Tu et Jl. Stein, MODEL ERROR COMPENSATION FOR BEARING TEMPERATURE AND PRELOAD ESTIMATION, Journal of dynamic systems, measurement, and control, 118(3), 1996, pp. 580-585
A simple to apply, two-step observer design methodology is developed f
or a general class of systems with model uncertainty. This appr oach i
s applied to estimate bearing internal temperatures and the bearing pr
eload of a machine tool spindle. The first step is the design of a mod
el error compensator (MEC) to account for the model error associated w
ith the bearingfriction heat generation. The second step includes a co
nventional observer based oiz the nominal model that results from the
implementation of the MEC. The sufficient condition for constructing a
n effective MEC loop for the target spindle system is derived. The eff
ectiveness ofthe MEC loop is demonstrated experimentally by comparing
several different conventionalobserver designs, with and without the M
EC. A comparison of the measurements to the estimation results indicat
e in all cases tested the MEC improves the performance of the conventi
onal observers. In addition, the results clearly show the distinctly d
ifferent hearing outer ring/housing, rolling elements, and inner ring
temperature behaviors. From the temperature estimation results, it is
shown that previously published data on initial transient error associ
ated with preload estimation is mainly due to the estimation error in
the rolling element temperature. The proposed two-step observer method
ology appears to be well suited for bearing temperature and preload mo
nitoring problems.