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On the Realization Theory of Polynomial Matrices and the Algebraic Structure of Pure Generalized State Space Systems
A.I.G. Vardulakis, N.P. Karampetakis and E.N. Antoniou
Department of Mathematics Faculty of SciencesAristotle University of ThessalonikiThessaloniki 54 006, Greece
Introduction Review of the Realization Theory of Polynomial Transfer
Function Matrices via “Pure" Generalized State Space Models
Study of associated concepts and features Comparison to results from the classical State Space
realization theory Key topics:
Generalized order of GSS realizations Cancellations of decoupling zeros at ∞ Irreducibility at infinity & Minimality Dynamic & Non-dynamic variables Isomorphism of spectral structures at ∞
A.I.G. Vardulakis, N.P. Karampetakis, E.N. Antoniou – Dept. of Mathematics - Aristotle University of Thessaloniki
Introduction
Given a polynomial transfer function matrix
As Aqsq Aq 1sq 1 A0 Rsp m , #
( ) ( ) ( )A x t x t B u t
yt C x t D ut #
One may obtain its generalized state space realization of the form:
C R p ,A R B R m ,D R p m and nilpotent, where
Such thatAs C I sA 1B D #
A.I.G. Vardulakis, N.P. Karampetakis, E.N. Antoniou – Dept. of Mathematics - Aristotle University of Thessaloniki
IntroductionRemark. A GSS realization of a polynomial matrix A(s) can be obtained from a state space realization of the strictly proper rational matrix
A.I.G. Vardulakis, N.P. Karampetakis, E.N. Antoniou – Dept. of Mathematics - Aristotle University of Thessaloniki
As : 1s A 1
s R prp m s
Example. Given
As
1 s3 s2
0 1 0
0 0 0
#
4 31 1 1
1( ) : 0 0 ( )
0 0 0
s s s
sA s C sI A B
0 1 0 0 1 0 01 0 0 0
0 0 1 0 0 0 00 0 0 1 , ,
0 0 0 1 0 0 10 0 0 0
0 0 0 0 0 1 0
C A B
where
then 1( )A s C I sA B
Generalized Order of a GSS Realization
A.I.G. Vardulakis, N.P. Karampetakis, E.N. Antoniou – Dept. of Mathematics - Aristotle University of Thessaloniki
Definition. Let be GSS realization of A(s). The generalized order fg of Σg is defined as follows:
g C ,A ,B ,D
: # of poles at of
# of zeros at of
g
M
f I sA
I sA
I sA
rankA
where δΜ(.) denotes the McMillan degree.
Example. Notice that the generalized order of the example in the previous slide is fg=3.
Irreducibility at infinity
A.I.G. Vardulakis, N.P. Karampetakis, E.N. Antoniou – Dept. of Mathematics - Aristotle University of Thessaloniki
Let and let be a GSS realization of A(s)
As Rsp m , g C ,A ,B ,D
Definition. The input decoupling zeros (i.d.z.) at s= ∞ of Σg are defined as the zeros at s= ∞ of the pencil:
I sA ,B Respectively, the output decoupling zeros (o.d.z.) at s= ∞ of Σg are defined as the zeros at s= ∞ of the pencil:
I sA
C
Finally, the input-output decoupling zeros (i.o.d.z.) at s= ∞ of Σg are the common zeros at s= ∞ of the pencils:
I sA
C
I sA ,B
Irreducibility at infinity
A.I.G. Vardulakis, N.P. Karampetakis, E.N. Antoniou – Dept. of Mathematics - Aristotle University of Thessaloniki
Let 1 2 , , ,..., ,0J block diag J J J
J i
0 1 0 0
0 0 1 0
0 0 0 1
0 0 0 0
R i 1 i 1 #
where
SI sJ block diag sIfg , I , 1
s , , 1s 1
#
I sJ Then the Smith- McMillan form of the matrix pencil at s=∞ is
Irreducibility at infinity
A.I.G. Vardulakis, N.P. Karampetakis, E.N. Antoniou – Dept. of Mathematics - Aristotle University of Thessaloniki
Remark. Candidates for (i.d.z.) and (o.d.z) at s= ∞ of a GSS realization of of a polynomial matrix A(s) are the zeros at s=∞ of A(s)
g C ,A ,B ,D
Example. Let
As
s 1 s2 0
0 s 1 0
0 0 1
, SAs
s2 0 0
0 1 0
0 0 1
i.e. A(s) has one pole at s=∞ of order q1=2 and no zeros at s= ∞
Continued…
Irreducibility at infinity
A.I.G. Vardulakis, N.P. Karampetakis, E.N. Antoniou – Dept. of Mathematics - Aristotle University of Thessaloniki
…Continued
A GSS realization is with
7, 2, 1 2 q1 , 2 1, 2
The generalized order of Σg is fg rankRJ 1 2 3.Continued…
g C ,J ,B J∞3
0 1 0 0 0 0 0 1 0 0
0 0 1 0 0 0 0 1 0 0
1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0
0 1 0 0 1 1 0 , ,0 0 0 0 1 0 0 1 1 1
0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 1 1 0
0 0 0 0 0 0 0 0 1 1
C J B
C∞1 C∞2
C∞3
J∞1
J∞2
B∞1
B∞2
B∞2
Irreducibility at infinity
A.I.G. Vardulakis, N.P. Karampetakis, E.N. Antoniou – Dept. of Mathematics - Aristotle University of Thessaloniki
…Continued
Continued…
It can be seen that both2
2
2
2 2
2
andI sJ
I sJ BC
have a zero of order 1 at s=∞, and thus Σg has an i.d.z., an o.d.z. and i.o.d.z.at s=∞. Now since
we may easily obtain a “smaller” GSS realization
of A(s), by simply eliminating the “middle” blocks from Σg, , with
2 2
0 11 1 1
0 1 00 0 0
0 1
C B
g C ,
J ,
B
Irreducibility at infinity
A.I.G. Vardulakis, N.P. Karampetakis, E.N. Antoniou – Dept. of Mathematics - Aristotle University of Thessaloniki
…Continued
, ,I sJ
I sJ BC
It can be seen that both
have no zeros at s=∞, which leads to the following definition
0 1 0 0 0 1 0 0
1 0 0 0 0 0 0 1 0 0 1 0 0
0 1 0 1 0 , ,0 0 0 0 0 0 1 0
0 0 1 0 1 0 0 0 0 0 1 1 0
0 0 0 0 0 0 1 1
C J B
Irreducibility at infinity
A.I.G. Vardulakis, N.P. Karampetakis, E.N. Antoniou – Dept. of Mathematics - Aristotle University of Thessaloniki
Let andAs Rsp m , C R p ,J R ,B R m ,D R p m
be a GSS realization of A(s) with J∞ in Jordan normal form. Then:
I sJ
C
Corollary.
rankRJ
C
I sJ B rank R J B
(i) has no zeros at s=∞, iff
(ii) has no zeros at s=∞, iff
Definition. A GSS realization of a polynomial matrix A(s) is called irreducible at s=∞, iff has no input and no output decoupling zeros at s= ∞.
g C ,A ,B ,D
Minimal GSS realizations of a polynomial matrix
A.I.G. Vardulakis, N.P. Karampetakis, E.N. Antoniou – Dept. of Mathematics - Aristotle University of Thessaloniki
Definition. A GSS realization
of a polynomial matrix A(s) is called minimal, iff it has the least number of generalized states.
[ , , , ]p m p mg C A B D
Theorem. Let
be the Smith – McMillan form of A(s) at s=∞. A GSS realization
of A(s), with J∞ in Jordan canonical form is minimal iff:
SAs diag
v
sq 1 , . . . , sq k , Iv k, 1s
q v1
, . . . , 1s
q r
, 0p r,m r
g C ,
J ,
B ,D
MAs v k i 1
k
qi 1 k i 1
k
q i #
Minimal GSS realizations of a polynomial matrix
A.I.G. Vardulakis, N.P. Karampetakis, E.N. Antoniou – Dept. of Mathematics - Aristotle University of Thessaloniki
Remark. (i) A necessary condition for the minimality of a GSS realization is
• must be irreducible at s=∞ • must not have non-dynamic variables
(ii) The least dimension of a GSS realization is
Where qi are the non-zero orders of the poles at s=∞, of A(s).
1 1k
i iq
Corollary. A GSS realization of a polynomial matrix A(s) is a minimal GSS realization iff it is an irreducible at s=∞ GSS realization and has no non-dynamic variables.
Minimal GSS realizations of a polynomial matrix
A.I.G. Vardulakis, N.P. Karampetakis, E.N. Antoniou – Dept. of Mathematics - Aristotle University of Thessaloniki
Example. Continuing the previous example, an irreducible at infinity GSS realization of A(s), was
0 1 0 0 0 1 0 0
1 0 0 0 0 0 0 1 0 0 1 0 0
0 1 0 1 0 , ,0 0 0 0 0 0 1 0
0 0 1 0 1 0 0 0 0 0 1 1 0
0 0 0 0 0 0 1 1
C J B
Obviously this realization is not minimal, since the expected least dimension of a GSS realization of A(s) should be
1 1 2 1 3k
i iq
(Recall that )2( ) { ,1,1}A sS diag s
Continued…
Minimal GSS realizations of a polynomial matrix
A.I.G. Vardulakis, N.P. Karampetakis, E.N. Antoniou – Dept. of Mathematics - Aristotle University of Thessaloniki
This realization Σg can be further reduced by moving its non-dynamic variables, from the state vector to the D∞ matrix.
The resulting minimal GSS realization is then given by
…Continued
1 0 0 0 1 0
0 1 0 , 0 0 1 ,
0 0 1 0 0 0
1 0 0 0 0 0
1 0 0 , 1 1 0
0 1 0 0 1 1
C J
B D
Minimal GSS realizations of a polynomial matrix
A.I.G. Vardulakis, N.P. Karampetakis, E.N. Antoniou – Dept. of Mathematics - Aristotle University of Thessaloniki
Proposition. Let A(s) be a column proper polynomial matrix with column degrees where are the columns of A(s).Then an irreducible at s=∞ GSS realization of A(s) can be obtained by inspection and is given by:
v j degajs, ja sC ,J ,B
C a1v1 , ,a10 a2v2 , ,a20 amvm , ,am0 #
J block diagJ 1 ,J 2 , ,J m R #
1 1
0 1 0
0 1
0 0
i iv vjJ
B block diagb1 ,b2 , ,bm R m # 1 10,0, ,0,1 jT v
jb
Minimal GSS realizations of a polynomial matrix
A.I.G. Vardulakis, N.P. Karampetakis, E.N. Antoniou – Dept. of Mathematics - Aristotle University of Thessaloniki
Theorem. Let
be the Smith-McMillan form at s=∞ of A(s). If the GSS realization is irreducible at s=∞ then the zero structure at is isomorphic to the zero structure of the GSS Rosenbrock system matrix
and its Smith-McMillan form at s=∞ is given by
SAs diag
v
sq 1 , . . . , sq k , Iv k, 1s
q v1
, . . . , 1s
q r
, 0p r,m r #
g C ,A ,B ,D s
Ps :I sA B
C D
SPs diag sI , I v k , 1
sq k1
, , 1s
q r
, 0
Conclusions We have investigated the mechanism of
cancellations of zeros at s=∞. We discussed the concepts of irreducibility
and minimality of pure GSS realization. The role of dynamic and non-dynamic
variables has been examined. The isomorphism between zeros at s=∞ of
the "infinite pole pencil" and the Rosenbrock system matrix has been presented.
A.I.G. Vardulakis, N.P. Karampetakis, E.N. Antoniou – Dept. of Mathematics - Aristotle University of Thessaloniki