86
.pdfChapter 1. Absolute stability and Aizerman’s problem of one-dimensional regulated systems
1 |
−1 |
0 |
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2( ) = (3 − 0.2 |
−2 + 2 |
−2 ) , 2 = (1), |
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2 |
−2 |
1 |
where function |
z(t), |
t I is a solution of differential equation |
z = A2 ( )z B1 ( ), |
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= S z. Characteristic polynomial of the matrix |
A ( ) is equal to |
2 |
( ) = | − |
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( )| = 3 + (1 + 0.1 ) 2 + (1 + 0.7 ) + 0.5 . |
Hence it |
follows |
that matrix |
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2 |
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A2 ( ) |
is a Hurwitz matrix for any > 0. |
Coefficients |
0 = 0.5 , 1 = 1 + |
+0.7 , 2 = 1 + 0.1 , where > 0 is an arbitrarily small number. It is easy to verify
that matrices R, |
R* , R* 1 |
are the same as in example 1. |
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Based on ratio A1 = R* A2*R* 1, B1 |
= R* B2 , S1 = S1R* 1 from (1.74) we get |
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̇ = , ̇ = , ̇ = − − − − ( ), = |
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= 1 = 0.5 1 + 0.7 2 |
+ 0.1 3, |
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(1.75) |
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where |
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1( ) = ( |
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1 ), |
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= ( 0 |
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− 0 |
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2 |
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From (1.75) it follows that identities are true: |
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( ( )) = − ( ) − 2( ) − 3( ), ( ) = 0.5 1( ) + 0.7 2( ) + 0.1 3( ), |
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at arbitrarily small
> 0.
Improper integral
( |
2 |
= 1) |
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∞
̇
− 1 = ∫ [− ( ( ))] ̇( )
∞0
=∫ [ ( ) + 2( ) + 3( )][0.5 2( ) + 0.7 3( ) + 0.1 ( )] =
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∞ |
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∞ |
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= ∫ [0.1 2 + 0.5 2 |
+ 0.1 2] + ∫ |
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[0.6 2( ) + 0.4 2 |
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≤ ∫ |
2 ( ) = |
, = ∫ |
[0.6 2( ) + 0.4 2( ))] , | | |
< ∞, , ∞, |
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where − 0 = 0.1, − 1 = 0, − 2 = 0.5, − 3 = 0.1. Hence we get
∞
∫ [0.1 2( ) + 0.5 22( ) + 0.1 32] ≤ 1 − < ∞, |− 1 − | ≤ | 1| + | | < ∞.
0
where
∞ |
∞ |
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∞ |
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∫ 0.1 2( ) < ∞, ∫ |
0.5 2( ) < ∞, ∫ |
0.1 2 |
( ) < ∞. |
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51
Lectures on the stability of the solution of an equation with differential inclusions
Consequently,
lim t
y |
2 |
(t) = 0, |
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lim y3 (t) = 0,
t
lim t
y |
(t) = 0, |
1 |
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lim y (t) = y |
1 |
= const. |
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t |
1 |
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Then like in example 1 from condition lim y3 (t) = 0, we get |
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y1 = 0. |
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t |
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The value of |
0 |
we define from condition of Hurwitz for the matrix A2 ( ). As |
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2 |
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= | |
− |
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= 3 |
+ (1 + 0.1 ) 2 + (1 + 0.7 ) + 0.5 , then matrix A ( ) |
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3 |
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2 |
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is a Hurwitz matrix for any |
, 0 < < . Consequently, |
0 = . So, in the sector |
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(0, 0 |
= ) Iserman’s problem has a solution for the regulated system (1.74). |
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For example 2, we |
can easily find all sets of feedback vector S1 = (s1, s2 , s3 ), |
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where |
= s x s x |
s , |
for which Iserman’s problem has a solution. Notice that |
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1 1 |
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2 2 |
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* 1 |
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(t) = |
y (t) b y |
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y (t), t I , |
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S1 = S1R |
= ( 0 , 1 |
, 2 ), |
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where |
2 |
2 |
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0 1 |
1 |
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3 |
(t) = |
0 |
y |
(t) y |
(t) (t |
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Improper integral |
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I1 = ( (t)) (t)dt = [ 0 |
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0 |
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0 |
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y |
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(t) |
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I ,
S |
* |
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= S1R |
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1 |
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( |
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) y |
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(t) |
2 |
(t)]dt l c1, |
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1 |
0 |
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3 |
2 |
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where
* |
(t)F y(t) = |
1 |
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y |
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Hence it follows that if |
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2 |
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(t)dt < , |
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l = |
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> 0, |
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d |
[ y |
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(t)F y(t)]dt, |
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dt |
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y , |
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> 0, |
then |
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0 y2 |
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<
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< . |
c1 |
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Consequently, for any vector S1 |
= ( |
, , |
) satisfying condition |
0 |
> 0, |
2 |
2 |
> 0, |
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2 > 0 |
Iserman’s problem |
has |
a |
solution. For |
example |
2, values |
0 = 0.5, 1 = |
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= 0.7, 2 = 0.1, ( ) = 0.5 2 + 0.7 2 + 0.1 3, where |
0 |
> 0, |
1 0 2 = 0,1 > 0, 2 > 0. |
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(t) = ( 2 0 1 2 )x1(t) |
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Vector |
S = S1R* = ( 2 |
0 |
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0 |
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( 0 2 )x2 (t) 0 x3 (t). For example 2, ( ) = −0.2 1 + 0.4 2 − 0.5 , . |
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So, all sets of vector S = ( 2 |
0 |
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0 |
) R3 , |
where |
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> 0, |
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1 0 2 > 0, 2 > 0. |
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Using properties of boundedness of the improper integral I1 |
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by choosing feed- |
back coefficients S we obtain necessary and sufficient conditions of absolute stability and resolve Iserman’s problem.
52
Chapter 1. Absolute stability and Aizerman’s problem of one-dimensional regulated systems
Lecture 10.
Absolute stability and Iserman’s problem in a critical case.
Problem statement. Nonsingular transformation
Problem statement. The equation of motion of nonlinear systems of automatic control in a critical case has a form:
x = Ax B ( ), = 1 ( ), = 2 ( ), = Sx 1 2 , t I = [0, ), (1.76)
where A, B, S are constant matrices of orders n n, n 1, 1 n , respectively, matrix A is a Hurwitz matrix, i.e. Re j ( A) < 0, j = 1, n, j ( A) are eigenvalues of the matrix A.
Function
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( |
where |
> |
function
) 0 = { ( ) C(R1, R1 ) | ( ) = ( ), 0 ( ) 0 2 ,
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(0) = 0, |
| ( ) | * , 0 < * < , , |
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0 is an |
arbitrarily small number. As |
it follows from ratios |
(1.77)
(1.77), the
( ) = { ( ) C(R |
, R ) | 0 ( ) < |
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(0) = 0, | ( ) | |
, |
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0 < |
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As the value |
* , 0 < * < , > 0 |
is an arbitrarily small number, then inclu- |
sions (1.77), (1.78) contain all nonlinearities from sector |
[0, 0 ]. |
Practical systems of |
automatic control refer |
to the systems with limited |
resources, for |
such systems |
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function |
( ) |
satisfies the conditions (1.77), (1.78). |
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The equilibrium states of the system (1.76), (1.77) are determined from the solu- |
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tion of algebraic equations |
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Ax B ( |
* |
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* |
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* |
= Sx |
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1 * |
2 * |
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As matrix |
A is a Hurwitz matrix, detA 0, |
( * ) = 0 |
only when * = 0, then |
the system (1.76), (1.77) has the only equilibrium state (x* = 0, * = 0, * = 0) when
2 0.
In vector form equation (1.76) and inclusion can be written as
z = A z B ( ), = S z, ( ) |
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(1.79) |
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B |
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A1 |
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53
Lectures on the stability of the solution of an equation with differential inclusions
S1 = (S, 2 , 1), matrix A1 has a double zero eigenvalue and n eigenvalues are equal to eigenvalues of the matrix A.
We assume that in a sufficiently small neighborhood of the point = 0, , function ( ) can be approximated by a linear function ( ) = , 0 , > 0 is an
arbitrarily small number. In other words, when | |< , |
where > 0 is an arbitrarily |
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small number, the function ( ) = , , > 0. |
Then trivial solution of the |
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system (1.78) equal |
to z = 0 is asymptotically stable in small, |
if matrices A, |
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A1( ) = A1 B1 S1, |
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0 < < 0 are Hurwitz matrices, where |
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is Hurwitz |
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limit value of matrix |
A1( ). So when matrix A1( ), 0 < < 0 |
is a Hurwitz |
matrix, trivial solution of the system (1.79) is asymptotically stable by Lyapunov when t .
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Definition |
7. |
Trivial solution |
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z(t) 0, |
t I |
of |
the system |
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(1.79) |
is |
called |
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absolutely stable, if: 1) matrices |
A, |
A ( ), [ , |
0 |
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are Hurwitz matrices; 2) for |
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all |
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a |
solution |
of the |
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differential |
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equation (1.78) has |
the |
property |
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lim z(t;0, z |
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, ) = 0, z |
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= z(0), |
| z |
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Notice that: 1) exploring properties of solutions of a system |
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inclusion |
z A z B ( ), |
= S z, ( ) |
0 |
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2) As |
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0 |
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then equation |
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(1.78) has a non-unique solution, outgoing from the starting point |
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3) From the definition of absolute stability it follows that all the solutions, outgoing
from |
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point |
z |
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n 2 |
, | z |
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tend |
to |
equilibrium |
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z* = (x* = 0, * = 0, * = 0); 4) Equilibrium state |
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is asymptotically stable by |
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Lyapunov when t . |
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Definition 8. Conditions of absolute stability of the system (1.76), (1.77) are cal- |
led relations, binding constructive parameters of the system |
(A, B, 1, 1, S, 1, 2 ) |
under which the equilibrium state z* = 0 |
(trivial solution |
z(t) |
0, |
t I ) is abso- |
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lutely stable. |
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Problem 5. Find the condition of absolute stability of equilibrium states of the |
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system (1.76), (1.77). |
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Function (t) = Sx 1 |
2 , t I |
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is a control formed by the principle of |
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feedback, and the row vector S1 |
= (S, 2 , |
1 ) R |
n 2 |
is called the feedback vector. |
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Iserman’s problem consists in choosing a vector of feedback |
S Rn 2 , such that |
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1 |
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from asymptotic stability of |
trivial solution z(t) 0, t I |
of |
linear system |
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absolute stability of |
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z = A1z B1 S1z = A1( )z, 0 < 0 = 0 we get |
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trivial solution z(t) 0, t I |
of the system (1.76), (1.77), where |
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is the limiting |
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value of Hurwitz matrices A1( ), > 0 is an arbitrarily small number.
54
Chapter 1. Absolute stability and Aizerman’s problem of one-dimensional regulated systems
Definition 9. We assume that in the sector [ , 0 ] Iserman’s problem has a solution, if: 1) there is a vector of feedback S1 Rn 2 such that 0 = 0 , where
0 is a limit value of Hurwitz of matrix A1( ), > 0 is an arbitrarily small number;
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2) for any ( ) = 0 0 solution of |
the system |
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(1.78) |
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asymptotically stable; 3) for any |
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0 trivial solution |
of the |
system |
(1.78) |
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absolutely stable. |
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Problem 6. Find a sector |
[ , |
0 |
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where Iserman’s problem has a solution. |
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Note that as follows from work [11] Iserman’s problem does not always have a |
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solution. The problem consists of: finding such a vector of feedback |
S R |
n 2 |
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that in |
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1 |
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the sector |
[ , |
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Iserman’s problem had a solution. |
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0 |
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From (1.79) when |
( ) = |
( ), |
we get |
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z = A ( )z B ( ), = S z, ( ) |
, |
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1 |
1 |
1 |
1 |
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where
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A B S |
B |
2 |
B |
1 |
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A ( ) = A B S |
= |
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1 1 |
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S |
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(1.80)
matrix |
A1 ( ) |
is a Hurwitz matrix for any small enough > 0. |
Nonsingular transformation. Information on the properties of nonlinearity is
contained in the inclusion |
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Therefore, |
it |
is necessary |
to |
transform the |
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( ) 1. |
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equation (1.80) so, that the function |
( (t)), |
t I |
is explicitly presented through |
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phase coordinates of the system, taking into account Hurwitz of matrices |
A, |
A1 ( .) |
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Moreover, nonsingular |
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transformation should |
be such that |
improper integral |
related to inclusion ( ) 1 integrand function can be represented in a form of two
terms. The first term is a quadratic form, reduced to a diagonal form, and the second term is a full differential of function by time. Such a form of integrand function leads to easily verifiable conditions of absolute stability.
It should be noted that the existing conversion of a linear system from [12; |
§ |
5, |
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Theorem 2] based on the controllability of a pair |
( A, B) |
does not satisfy the above |
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requirements.
Below we give the nonsingular transformation of the initial equation of the regulated system (1.76) satisfying the specified conditions.
The characteristic polynomial of the matrix A1 is equal to
( ) =| In 2 A1 |= n 2 an 1 n 1 a3 3 a2 2 = 2 1 ( ),
55
Lectures on the stability of the solution of an equation with differential inclusions
where |
In 2 is a unit matrix of order |
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(n 2) (n 2), |
1 ( ) = |
n |
an 1 |
n 1 |
a3 a2 |
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is a characteristic polynomial of the matrix |
A, |
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matrix |
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A1 |
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has a double zero eigen- |
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value. |
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Lemma 11. Let the row vector |
= ( , , |
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) R |
n 2 |
such that |
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n 2 |
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n |
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n 1 |
B |
0. |
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B = 0, A B = 0, , A B = 0, |
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A |
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(1.81) |
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Then equation (1.79) can be represented as |
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y1 = y2 , y2 = y3 , , yn 1 = yn 2 , |
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y |
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a y |
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y |
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A |
n 1 |
B ( ), |
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n 2 |
4 |
n 1 |
n 2 |
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y1 = z, y2 |
= A1z, , yn 1 |
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n |
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n 1 |
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yi = yi (t), i = 1, n 2, |
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where |
= A1 z, yn 2 = A1 |
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z, |
z = z(t), |
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t I. |
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Proof. Consider the first equation from (1.79). Multiplying it on the left by |
, |
we |
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get
z = A z B ( ) = A z, z(0) = z |
, t I , |
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1 |
1 |
0 |
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(1.82)
due to equalities |
B1 |
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= 0, |
where |
z = y1, A1z = y2. |
Consequently, |
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y1(t) = |
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t I. Differentiating identity (1.82) by t , we get |
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y |
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2 |
z = y , |
y |
(0) = A z |
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t I , |
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= A z = A [ A B ( )] = A |
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0 |
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where A1B1 = 0. |
As it follows from the Theorem of Hamilton-Cayley, the |
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(A1) = 0. |
Then |
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A |
n 2 |
= a |
A |
n 1 |
a A |
n |
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a A |
a A |
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n 1 1 |
n 1 |
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1 |
2 1 |
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y |
(t), |
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matrix
In a similar way, differentiating by |
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we get the following system of differential |
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equations: |
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y |
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2 |
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= y |
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y |
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= A |
n 1 |
z |
= A |
n 1 |
[ A z |
B ( )] = |
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(0) = A |
n 1 |
n 2 |
n |
2 |
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3 |
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= [ a |
An 1 a An |
a A3 |
a A2 |
]z An 1B ( ) = |
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n 1 |
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= a |
n 1 |
y |
n 2 |
a |
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y |
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a y |
4 |
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y An 1B ( ), |
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2 3 |
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where y |
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(0) = An 1z |
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Lemma 12. Let the conditions of lemma 1 be satisfied, and let, moreover, the |
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rank of the matrix |
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R = |
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A* * , , A*n 1 * |
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(1.83) |
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56
Chapter 1. Absolute stability and Aizerman’s problem of one-dimensional regulated systems
of order (n 2) (n 1) there exists a
2) be equal to
row vector |
= ( |
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n 2, where
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2 |
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n 2 |
1 |
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(*)
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is a transpose sign. Then:
R |
n 2 |
such that |
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(t) = 1 y1 (t) 2 y2 (t) n 2 yn 2 (t), |
t I; |
(1.84) |
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2) if |
y = z = 0, y |
2 |
= A z = 0, , y |
n 2 |
= An 1z = 0, then |
z = 0. |
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Proof. |
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Notice |
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that rank |
R = n 2 |
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then |
and |
only |
then, |
when vectors |
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* , A* * |
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are linearly independent. As vectors * , A* * , , A*n 1 * form |
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a basis in Rn 2 , |
then vector |
S* Rn 2 |
can be represented unambiguously in the form |
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* |
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*n 1 |
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Then |
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S1 |
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2 A1 |
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n 2 A1 |
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= S z = z A z |
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Now the second equation from (1.79) can be written as (1.84). On the other hand, |
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( |
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from (1.83) it follows that the pair |
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, A ) |
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is controllable. From controllability of |
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n 1 |
z = 0, |
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the |
pair |
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, A ) |
it |
follows that equalities |
z = 0, A z = 0, , A |
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which |
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entail z = 0. |
Consequently, from |
yi |
= 0, i = 1, n 2 |
it follows that z = 0, t I. The |
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lemma is proved. |
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Introducing the notation |
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0 |
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A1 |
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B1 |
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S1 = ( |
, , |
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), |
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n 2 |
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equations of motion (1.81), (1.84) are represented in the form:
y = A1 y B1 ( ), From Lemmas 1, 2 it follows that: 1)
= S
A1
1y,
=R
( ) |
. |
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* 1 |
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= R |
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(1.85)
S1 = S1R* 1;
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S = S |
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2) |
A1 = R |
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A1R |
, B1 = R |
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B1, |
R |
3) matrices A1 |
, A1 |
are |
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quently j ( A1 ) = j ( A1 ), |
j = 1, n 2; 4) |
S1B1 |
= S1 B1; 5) y = R* z. |
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From (1.85) taking into account that ( ) = ( ), |
we get |
y = A1 ( ) y B1 ( ), = S1 y, ( ) 1,
similar, conse-
(1.86)
57
Lectures on the stability of the solution of an equation with differential inclusions
where matrix |
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A1 ( ) = A1 B1 S1 = |
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It is easy to verify that: 1)
* |
A ( )R |
* 1 |
, |
A1 ( ) = R |
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B1 |
* |
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= R |
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S1 |
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* 1 |
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A ( ) = R |
* 1 |
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2) |
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B = R |
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3) matrices
A1 ( ), A1 ( )
are
similar, 4) number
S |
B = S1 B1; |
1 |
1 |
> 0. |
5) matrix
A1 ( )
is a Hurwitz matrix for any small enough
Thus, we establish links between (1.79), (1.85) and (1.80), (1.86), respectively. Example. The equation of a regulated system has a form
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x = x ( ), = ( ), = ( ), = x , |
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2 |
(1.87)
where the function as
where
A1
( ) |
0 |
. |
The equation (1.87) in the vector form can be written |
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z = A z B ( ), = S z. |
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B = |
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= ( , , ), |
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Applying Lemma
where B1 = 0, |
A1B1 |
1, we determine the row vector |
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= 0. |
The characteristic polynomial |
= (1;1/ |
; ( |
2 |
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of the matrix
)/ |
2 |
), |
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1 |
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A1 |
is equal to |
( ) = |
( 1). |
2 |
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Matrices
Vectors
A = ( 1;0;1/ |
), |
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2 |
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2 |
= (1;0;0), |
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( 1 2 )/ 22 |
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R* = |
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where rank R = 3, | R |= 1/ 2 0. Then matrices
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= R* A R* 1 |
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= S R* 1 |
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A1 |
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0 0 |
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= ( , , ), |
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58
Chapter 1. Absolute stability and Aizerman’s problem of one-dimensional regulated systems
where = 2 , = ( 1 |
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2 ) 2 , = 1 2 . |
For this example |
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(1.85) can be written as |
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( ) 0 , where |
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y = A y B ( ), = S1 y, |
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1 |
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y2 = y2 |
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For |
this example equation (1.86) has a form y = A1 ( ) y B1 ( ), |
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equation
y1 = y2 ,
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( ) = |
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S1 = ( , , ), |
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the characteristic polynomial of the matrix |
A1 |
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is equal to |
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A ( ) |= |
(1 ) |
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Matrices |
1 |
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matrices for any arbitrarily small number |
> 0 then and only |
= |
2 |
< 0, |
= ( |
1 |
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< 0. |
are hold. |
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then, when inequalities
Lecture 11.
Properties of solution in a critical case
It can be shown that solutions of the system (1.76), (1.77), and also (1.85), (1.86), are limited.
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Theorem 15. Let the matrix |
A, |
A1 |
( |
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j = |
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1, n 2, function ( ) 1, |
and let, |
rank |
R = n 2. |
Then following estimates |
) |
be a Hurwitz matrix, i.e. |
Re j ( A1 ( )) |
moreover, performed equalities (1.81) are true
< 0,
and
| z(t) | c |
, | z(t) | c |
, |
t I , |
c |
, c |
= const < , |
0 |
1 |
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(1.88)
| y(t) | m |
, | y(t) | m , t I , m |
, m = const < , |
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1 |
0 |
1 |
(1.89)
| (t) | c2 , | (t) | c3 , t I , c2 , c3 = const < .
Moreover, the functions |
z(t), |
y(t), (t), |
t I are uniformly continuous. |
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0 < |
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Proof. From inclusion ( ) 1 |
it follows that | ( (t)) | |
* , |
* |
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t I. As matrix A1( ) is a Hurwitz matrix, i.e.
(1.90)
, t,
Re j ( A1 ( )) < 0, a = max Re j ( A1 ( )) < 0,
1 j n 2
59
Lectures on the stability of the solution of an equation with differential inclusions
A ( )t |
ce |
(a )t |
t, t I , c = c( ) > 0, |
> 0 is an arbitrarily small number |
then e 1 |
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[13; § 13, inequality (7)].
Solution of the differential equation (1.76) can be written as:
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A ( )t |
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where |
e |
(a )t |
1, |
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Hence we |
get a |
limited solution (1.80). |
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Consequently, we get a limited solution of the system (1.86). From (1.80) it follows that
| z(t) | A ( ) | z(t) | B |
| ( (t)) | A ( ) |
c |
0 |
B |
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= c |
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t, t I. |
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From limitation z(t), (t), |
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* |
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R |
* |
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* |
| z(t) | m1 |
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t, |
t I. |
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As |
y(t) = R z(t), |
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then |
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From limitation of derivatives | y(t) | m |
we get uniform continuity of functions |
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1 |
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t I. The theorem is proved. |
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Lemma 13. Let |
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the conditions |
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of lemmas |
1, 2 |
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satisfied, |
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the |
value |
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n 1 |
B1 0. |
Then along the solution of the system (1.86) the following identities |
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= A1 |
are true:
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( (t) = 1 (t) 1 a0 y (t) 1 a1 y (t) 1 an 1 y |
n 2 |
(t), t I, |
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1 |
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2 |
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(t) = y (t) |
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t I , |
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1 1 |
2 |
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(t) = 1 y2 (t) 2 y3 (t) n 1 yn 2 (t) n 2 (t), t I ,
(1.91)
(1.92)
(1.93)
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where (t) = yn 2 (t), a0 = 1 , a1 = 2 , a2 = a2 3 , , |
an 1 = an 1 n 2 , |
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S1 = ( 1, 2 , , n 2 ). |
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60