An Introduction to Hopf Bifurcation
Introduction
to Bifurcations
Consider
some equilibrium point
of a one-dimensional system
.
Bifurcation occurs when the hyperbolicity of that equilibrium point
is violated. Hence one can see that this violation can occur in two
ways: (1) the eigenvalues become 0, which corresponds to the fold
bifurcation, and (2) the eigenvalues become purely imaginary, i.e.
,
which is the focus of today – the Hopf bifurcation. Hopf
bifurcation is used in fields such as semi-classical and quantum
physics as well as neuroscience.
Hopf
Bifurcation
If
we consider a coupled nonlinear system with one parameter
:
It’s
dynamics are clearer by decoupling the system, and we can do so by
introducing a new variable
,
so that the system can be rewritten in its complex form:
And
by transforming it onto polar coordinates, i.e. let
,
we obtain the normal modes of the system:
The angular component of the
system is obviously just performing a constant-speed rotation. The
interesting part lies in its radial part. By considering the regimes
for
,
we first observe that it has an equilibrium point at
.
The Jacobian of the system near that equilibrium point yields
eigenvalues
.
This means that if
then this equilibrium point is stable, and if
it becomes unstable. Next, we see that if
,
the part contained within the parenthesis will always be less than
zero, therefore
will be the sole equilibrium point. However, if
,
there exists another stable equilibrium point
.
Coupled with the angular component, its phase plane for different
values are shown in fig 3.5 of the original book. More concisely, the
space graph is shown in fig 3.6.
The circle that
forms is called a limit
cycle, and in this
system it is a stable one, meaning that all initial conditions except
those starting at the origin will converge towards it.
Subcritical
and Supercritical Hopf Bifurcation
If
we observe a second system whose nonlinear terms differ from the
previous one in terms of sign:
Going through the same analysis
as above shows that when
there is a stable equilibrium point at the origin and an unstable
limit cycle with
.
When
,
there is only one unstable equilibrium point at the origin. This
second system has a so-called subcritical
Hopf bifurcation, and the first a supercritical
Hopf bifurcation. In the case of supercritical Hopf bifurcation, the
loss of stability “after” the bifurcation (we define “after”
as
going from negative to positive, as there is no real direction for
bifurcation) is somewhat contained as there is an finite attractive
limit cycle for finite
.
That is not true in the subcritical case, and that gives us a
catastrophic
loss of stability – that is, if
returns negative, the system may not return to the stable equilibrium
point as it may have moved out of its basin of attraction.
Original
book: Kuznet︠s︡ov, I. A. (2011). Elements of applied bifurcation
theory. New York: Springer.
Summary
written by: Pei-Hsien Liu
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