
Chapter 4 Frequency-Weighted Error Reduction
© National Instruments Corporation 4-5 Xmath Model Reduction Module
Fractional RepresentationsThe treatment of jω-axis or right half plane poles in the above schemes is 
crude: they are simply copied into the reduced order controller. A different 
approach comes when one uses a so-called matrix fraction description 
(MFD) to represent the controller, and controller reduction procedures 
based on these representations (only for continuous-time) are found in 
fracred( ). Consider first a scalar controller  . One 
can take a stable polynomial   of the same degree as d, and then 
represent the controller as a ratio of two stable transfer functions, namely
Now   is the numerator, and  the denominator. Write   as 
. Then we have the equivalence shown in Figure4-1.
Figure 4-1.  Controller Representation Through Stable Fractions
Evidently, C(s) can be formed by completing the following steps:
1. Construction of the one-input, two-output stable transfer function 
matrix
(which has order equal to that of   or  ).
2. Interconnection through negative feedback of the second output to the 
single input.
These observations motivate the reduction procedure:
•Reduce G to Gr; notice that G is stable. Let Gr be
Cs() ns()ds()⁄=
ds()
ns()
ds()
---------- ds()
ds()
---------- 1–
nd⁄dd⁄dd⁄
1ed⁄+
e
d
---
n
d
---Cs()
Gnd⁄
ed⁄
=
d d
Gnrdr
⁄
erdr
⁄
=