Fast/Slow Characterization of Membrane Model Oscillations


Eugene
Izhikevich, IJB and Chaos, Vol 10, (2000) 1171-1266
- Download Burst.ode
and Burst_FS.ode.
Do a quick run of Burst.ode (FULL) and then plot the 3D
trajectory in (u,w,c) phase space using "View Axes" then
"3D". You may choose the (x,y,z) axis as any permutation you like (then
"Window" "Fit") but try to find one that looks similar to the figure
above.
- Look
at the code in Burst_FS.ode to verifiy (by hand) that by
differentiating u' equation and using the w' equation (in part) to
eliminate w the new system for (u,u',c) is equivalent to the (FS) we
studied in class, namely u''+f(u)u'+g(u)-c=0 for simple functions f(u)
and g(u). The reason this system is written this way is that it more
closely mimics the form of the equations for "real" models.
- Until
later we'll use the parameters:
- a=0.25,
beta=4, ubar=-0.954, eta=0.75, uhat=1.5,
epsilon=0.0025.
- Execute
both codes at the same time:
- xppaut
Burst.ode &
- xppaut
Burst_FS.ode &
- By
varying c only, examine how the (FS) phase-space changes. Use a range
of
c in (-3,6). In particular try to find the value for a) the HB and b)
the HC bifurcations. For the latter, for each new c value plot the
invariant sets of the middle branch saddle. By refining your c values,
try to get the stable and unstable manifolds to coalesce. That is the c
value at which the homoclinic bifurcation occurs.
- By
varying c only, examine how the (u,w) phase space of (FS) changes. Use
a range of
c in (-3,6). In particular try to find the value for:
- where
the Hopf Bifurcation (HB) occurs.
- where
the Homoclinic Bifurcation (HC) occurs. To
do this, for every new c value plot the
invariant sets of the middle branch saddle. By refining your c values,
try to get the stable and unstable manifolds to coalesce. That is the c
value at which the homoclinic bifurcation occurs.You may need to have a
c value accurate to 0.001.
- where
the Saddle Node Bifurcations (SN) occurs. Changing values near that c
value you can see why its called a (SN) bifurcation, i.e., saddles and
nodes coalesce. Again track the invariant sets of the saddle.
- Create
a bifurcation diagram of (FS) using "AUTO" under the "FILE" menu.
BEFORE you enter AUTO you must make a long time run of (FS) for some c
value (recommend c=-3) so that the system approaches (close enough
to) a stable equilibria which AUTO can use to continue in c.
Make sure you set things up so the "PARAM" is c, stipulate a range of
the "Main" param c .....say what we used
earlier.
- You may need to change the AUTO
parameter "DS" and its associated
min/max values.
- First
continue "Steady States". The result should include two SN and one HB.
- Use
the "Grab" and "tab" feature to select the "HB"
- Once
selected, continue the periodic orbits. This will should the projection
of the periodic manifold of the (FS) onto the (u,c)-plane.
- For
the changes in (eta,uhat) below, execute (FULL) to see what qualitative
changes in u(t) occur. Then repeat 5)-7) to explain/understand them.
- (eta,uhat)=(1,1.5)
- (eta,uhat)=(0.75,1)
- (eta,uhat)=(1.25,1)
- (eta,uhat)=(0.5,2.25)
- In 3)-8) above we only altered parameters
that occur solely in the (FS) and not the Slow Subsystem (SS). (SS)
parameters can also greatly alter the types of solutions seen. Reset
the fast parameters (eta,uhat)=(0.75,1.5) in (FULL). Then alter beta in
(1,6). You should get roughly three behaviors a) steady state
equilibria b) bursting c) bursting locked into active phase
oscillations (no transisition to active phase) and possibly a very
narrow window of beta for which chaotic active phase oscillations occur.
- The earliest electrical activity model
for pancreatic beta-cells was due to Chay and Keizer (1983). Here will
examine the Chay_Cook_88.ode
model. Download the code for (FULL) and make sure you get bursts. This
will mean you may need alter numerical methods (GEAR), time steps (DT)
, integration duration and tolerances, etc. Create an (FS) bifurcation
diagram for the model. What's slow? Plot it AND voltage as a function
of time. Do you know (approximately) what each term in the current
equation is or means? Original manuscript here.

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