At an equilibrium , set . The Jacobian matrix, its trace and its determinant are
The eigenvalues and their discriminant are
Thus the complete local linear stability test is
In the last two cases, gives a node, while gives a focus; the sign of distinguishes inward and outward trajectories. At , a nonzero repeated eigenvalue gives a degenerate node. At the eigenvalues are purely imaginary, so linear stability analysis alone does not decide asymptotic stability; with the required crossing and nondegeneracy this is a Hopf bifurcation. At there is a zero eigenvalue, requiring a nonlinear test and generically marking the saddle-node bifurcation in the preceding answer.
For a unique simple equilibrium, , so it can be a sink equilibrium or a source equilibrium. The number of equilibria alone does not decide stability. If , the unique simple equilibrium is always a sink equilibrium. If , it can become a source equilibrium where . The same conclusion follows particularly simply if : the trace is negative at every nonsaddle equilibrium.
For three simple equilibria ordered by their coordinates, the middle one has and is a saddle equilibrium; the two outer ones have . When both outer equilibria are sink equilibria, each has an attracting neighborhood, giving bistability. In the usual two-basin portrait, the stable manifold of the saddle equilibrium separates their basins. Each branch of its unstable manifold initially leaves towards a different side; its eventual destination requires a global argument. If , both outer equilibria must be sink equilibria. If , either or both outer equilibria can instead be source equilibria; the same test applies separately to each. The three lower panels illustrate all three possibilities up to exchanging left and right.
The arrows in the phase plane follow directly from the nullclines: below the horizontal component points right, and above it left; below the vertical component points up, and above it down. Near a stable focus trajectories spiral inward; near an unstable focus they spiral outward. Near a saddle equilibrium they approach along its stable manifold and leave along its unstable manifold. These directions, together with the local tests, determine the sketches.
There is also a useful global conclusion when the unique equilibrium is a source equilibrium. With
the leading term in is , so sufficiently large ellipses are trapping regions. A small repelling neighborhood of the hyperbolic source equilibrium can be removed to form an invariant annulus. The Poincaré-Bendixson theorem then guarantees at least one periodic orbit in that annulus. The numerical sketch illustrates the resulting sustained oscillation; this argument does not assert uniqueness of a limit cycle. A stable equilibrium can instead represent a resting membrane potential, with perturbations producing damped relaxation; near a threshold, a sufficiently large perturbation can produce a large excursion before recovery. Global basin boundaries and coexistence of periodic orbits need more information than the number and local stability of equilibria.
The equilibria have and . Thus
At , the linearization has trace and determinant . Hence is a saddle equilibrium when , a sink equilibrium when , and a source equilibrium when . The sink equilibrium/source equilibrium may be a node equilibrium or a focus equilibrium; the node-focus discriminant is not a bifurcation curve. At , the trace and determinant are and . These points are sink equilibria for and source equilibria for .
The local bifurcation curves are therefore
For on the pitchfork curve, a leading centre-manifold equation is . For , with unfolding parameter , the pitchfork is supercritical and creates two sink equilibria from a sink equilibrium that becomes a saddle equilibrium. For it is subcritical in the centre direction; the nonzero branches are unstable, and the transverse eigenvalue is also positive. The origin of parameter space is a reflection-symmetric double-zero degeneration.
To determine Hopf criticality at the origin, use the energy , whose derivative is . For a small nearly harmonic oscillation , averaging gives . Thus this Hopf bifurcation is supercritical and creates an attracting periodic orbit for . By the supplied opposite-criticality fact, the simultaneous Hopf bifurcations at the two nonzero equilibria are subcritical. A direct calculation confirms this: writing , puts the cubic radial coefficient at , including the contribution from the quadratic terms.
The figure includes these local curves and the global curves derived below. All lines emerging from the double-zero point are local asymptotic sketches.
Figure 1.
Local and global curves near the symmetric double-zero point
. Details.
At , the two branches meet at . The eigenvalues there are and . For , the nonzero quadratic term and transverse stability identify a saddle-node bifurcation. If , it creates a sink equilibrium and a saddle equilibrium as increases; if , it creates a source equilibrium and a saddle equilibrium. At , the zero eigenvalue is double and the ordinary saddle-node description needs the two-parameter unfolding.
At , the origin and lower branch cross. Since , the branches cross transversely in the diagram. The origin changes from a sink equilibrium to a saddle equilibrium as increases through zero; the lower branch changes from a positive- saddle equilibrium to a negative- sink equilibrium. This is a transcritical bifurcation. A local centre-manifold calculation also gives , because and the transverse eigenvalue is .
The figure uses a representative ; the upper branch's additional Hopf change is indicated. For the upper branch is unstable everywhere on its existence interval. The exact trace criterion in part (a) specifies stability for every fixed positive .
Figure 1.
Equilibrium branches and the two-parameter diagram of the quadratic-product flow
. Details.