Jl. Maryak et Ms. Asher, ISOLATING ERRORS IN MODELS OF COMPLEX-SYSTEMS, IEEE transactions on aerospace and electronic systems, 29(2), 1993, pp. 452-463
One of the steps in creating a mathematical model of a system is to te
st the model after it has been fully specified, to see whether it is p
erforming adequately. Often, it is found that the model is not perform
ing acceptably (e.g., if the model is not giving accurate predictions
of the performance of the actual system). This lack of fidelity can al
so be observed in established models that had been performing well, in
dicating a change in the actual system. At this point, it is necessary
to diagnose where the problem in the model lies, a process called ''e
rror isolation.'' We describe an error isolation technique for detecti
ng the misspecified parameter (or set of parameters); this technique i
s especially designed for use on state-space models of large-scale sys
tems. We report on an example of an application of the methodology to
localizing errors in the model of an inertial navigation system.