BIFURCATION DIAGRAMS AND CHAOS
Let us consider a dynamical system We assume that we have a family of functions
where
is a parameter. In particular, we can think of
as a function of two numbers:
and
A bifurcation is a sudden change in the number or nature of the fixed and periodic points of the system. Fixed points may appear or disappear, change their stability or even break apart into periodic points.
Bifurcation diagrams
For a dynamical system involving a parameter find all fixed points
as functions of
Plot these functions on the
axis. Find ranges of
for which each of these fixed points is attracting and draw vertical arrows towards them. In those same ranges, draw arrows away from repelling fixed points, and appropriate arrows for semistable fixed points. Also draw arrows either up or down for values of
for which these are no fixed points.
Consider the dynamical system
where is some fixed constant. The fixed points are solutions to the equation
Notice that, for all values,
is a fixed point, while
are fixed points only when
Thus, if
we have one fixed point, while if
there are three fixed points.
Since
one has that
Thus is attracting when
Likewise
is repelling when
and
To find the stability of we compute
It follows that both fixed points are attracting when
The bifurcation diagram is presented in the figure.
The critical value is called in this case a pitchfork bifurcation. The other important types of bifurcations are transcritical bifurcations (the fixed points lying on two intersecting curves) and saddle node bifurcations. In the latter case at the bifurcation value the fixed points form a U-shaped curve.
Chaos
Sometimes it happens that all the fixed points and cycles are repelling.
Suppose that a dynamical system
Intuitively, a dynamical system exhibits chaos if in one sense there is unpredictability (sensitive dependence on initial values says we can not make precise predictions), but in another sense there is predictability (transitivity says we will be at a point, we just don't know when).
A set of points is called an attracting set or simply attractor for a dynamical system
if there is a number
such that if
for some point
then
For instance, when the dynamical system
has as an attracting fixed point. Thus the set
is an attractor.
The dynamical system is said to be transitive if, when is close to some point in an attractor, then for every point
in the attractor there is a subsequence
of
values that converge to
that is
For instance, the dynamical system
having the attractor is not transitive.
The dynamical system fulfills the requirements (i)-(iii) and thus exhibits chaos.