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Between controllable and uncontrollable

Citation for published version (APA):

Eising, R. (1984). Between controllable and uncontrollable. (Memorandum COSOR; Vol. 8402). Technische Hogeschool Eindhoven.

Document status and date: Published: 01/01/1984 Document Version:

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EINDHOVEN UNIVERSITY OF TECHNOLOGY

Department of Mathematics and Computing Science

Memorandum COSOR 84-02

Between controllable and uncontrollable

by

Rikus Eising

Eindhoven, The Netherlands

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BETWEEN CONTROLLABLE AND UNCONTROLLABLE

by

Rikus Eising

Department of Mathematics and Computing Science Eindhoven University of Technology

Eindhoven, The Netherlands.

Key!ords Controllability measure, distance to uncontrollable. Abstract

The distance between a system (A,B) and the set of uncontrollable systems is the minimum of the smallest singular value of [~I - A,B] with respect to A.

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1

-INTRODUCTION

In [I], Paige shows that the traditional methods, providing "yes/no"

answers, for testing the controllability of a system are not satisfactory in the sense that they may lead to wrong conclusions. Therefore a con-trollability measure, based on a continuous metric rather than a discrete metric seems to be useful. Such a measure can be constructed using the distance between a system and the set of uncontrollable systems. This is shown in [2] where also an algorithm for the computation of this distance is given.

In this paper it is shown that this distance can be computed by minimizing a function of one complex variable. In order to present the concepts and the computational procedures without getting involved in a number of non illustrative details which arises inevitably if all systems have to be real, we will deal with complex systems. The strictly real case can be developed along the lines of (2J.

RESULTS

The set systems, having n states and m inputs, is SYS , n,m SYS • {(A,B)

I

A € Cnxn, B £

cn~}

.

n,m

ln order to be able to measure the distance between two systems (A,B) and (F,G) in SYS n,m we use the metric d, defined by

.d «A,B), (F ,G» • II [A-F ,B-G] 112

where II 112 is the spectral norm (see [3]). (The !'robenius norm leads to the same results.)

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- 2

-of uncontrollable systems we define UNCO (the set of uncontrollable n,m

system in SYS ), n,m

UNCO .. {(F ,G)

I

(F ,G) e: SYS ,3), £ ct : rank[AI - F ,G] < n} •

n,m n,m

We will also need UNCO , t the subset of UNCO having). € C as an

n,m,A n,m

uncontrollable mode,

UNCO .. {(F ,G)

I

(F ,G) e: SYS t rank[AI - F ,G] < n} •

n,m,l n,m

Observe that

UN CO n,m .. '\ Ae:. U", UNCO n,m,A , (I)

The distance between a system (A,B) and UNCO may now be defined to be n,m

(this number may be interpreted as a controllability measure) d < (A,B), UNCO >.. inf . d < (A,B), (F ,G) > •

n,m (F,G)e:UNCO n,m We now have

d < (A,B), UNCO > .. inf d < (A,B), UNCO \ >. See (I).

n,m Ae:ct n,m,A

For each ). e: ct we obtain

d < (A,B) t UNCO > ..

n,m,A inf d < (A,B) t (F ,G) > (F,G)e:UNCO n,m,1\ '\

and

inf II {A - F,B - G] 112 - (1 • [Al-A,B]

(F,G)e:UNCO . . . m1n

n,m,A

(2)

where a • [AI -mn A,B] is the (possibly multiple) smallest singular value of [AI -A,B]. See (3] for the equality in (2) asa property of the smallest singular value.

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3

-Because (1 • [n - A,B] is a continuous function of A and because

m1n

a • [>.I-A,B] ~ co for

[A[

~ 0> we may conclude with the following theorem.

m1n

THEOREM. The distance between (A,B) € SYS and the set of uncontrollable

n,m systems is

d< (A,B) , UNCO > .. min (1 • [n - A,B] •

. n,m h€C m1n

Proof. Obvious from the foregoing. Remarks.

- Generally, the system (F,G) € UNCO , such that d«A,B), UNCO

>-n,m n,m

d < (A,B),(F ,G) >, is complex.

The distance between .a system (A,B) and the set of non-stabilizable systems in SYS can be computed by minimizing over

n,m

¢+ - {clc € ¢, Re(c) ~ OJ, instead of over C, in the theorem.

Generali-zations similar to this one are easily made. A number of examples can be found in [2].

REFERENC,ES

o

[1] Paige, C.C., Properties of Numerical Algorithms Related to Computing

Controllability. IEEE Trans Ac. Vol. AC-26, no.l, 1981.

[2J Eising, R., The distance between a system and the set of uncontrol- . lable systems. Memo. COSOR 82-J9, Eindhoven University of technology, Eindhoven, The 5.therlands, 1982, allo in Proc.

KINS 83, Beer Sheva,brael; Springer Verlag.

[3] Golub, G.B., Van Loan, C.F., Matrix Computations, North Oxford

Academic, 1983.

,

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