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Asymptotically stable
ε
1
x
x (0)
D
ε
Globally
asymptotically stable
Stable
Fig. A.1
Stability concepts
then the equilibrium is (locally) asymptotically stable. Global asymptotic stabil-
ity occurs if with any initial state x .0/ 2 D
, the state trajectory converges to the
equilibrium as t !1 . Figure A.1 illustrates these concepts.
Assume now that
x is an equilibrium of the system (A.1) or (A.2) and let be a
subset of
D
such that
x 2 .
Definition A.4. A real valued function
V
defined in is called a Lyapunov function
if is satisfies the following conditions:
(a)
is continuous on ;
(b) The global minimum of
V
V
on occurs at the equilibrium
x ;
(c) For any state trajectory x .t/ contained in ,
V
. x .t// is non-increasing in t.
Notice that the Lyapunov function concept is a straightforward generalization of
that of the energy function in mechanical systems. Condition (a) requires that
V
has no discontinuities, (b) means that
V
has its smallest value at the equilibrium,
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