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Dynamical Systems in Neuroscience:

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112 Two-Dimensional <strong>Systems</strong>V-nullcl<strong>in</strong>ew-nullcl<strong>in</strong>erecovery, w0.2w-nullcl<strong>in</strong>eV-nullcl<strong>in</strong>e00 0.5 1 0 0.5 1membrane voltage, Vmembrane voltage, VabFigure 4.20: Nullcl<strong>in</strong>es <strong>in</strong> the FitzHugh-Nagumo model (4.11, 4.12). Parameters: I =0, b = 0.01, c = 0.02, a = 0.1 (left) and a = −0.1 (right).?ctr L=-a-c = 0stability tr L < 0det L > 0=det L=ac+b0b0baFigure 4.21: Stability diagram of theequilibrium (0, 0) <strong>in</strong> the FitzHugh-Nagumo model (4.11,4.12).and they can <strong>in</strong>tersect <strong>in</strong> one, two, or three po<strong>in</strong>ts result<strong>in</strong>g <strong>in</strong> one, two, or threeequilibria, all of which may be unstable. Below we consider the simple case I = 0, sothat the orig<strong>in</strong>, (0, 0), is an equilibrium. Indeed, the nullcl<strong>in</strong>es of the model, depicted<strong>in</strong> Fig. 4.20, always <strong>in</strong>tersect at (0, 0) <strong>in</strong> this case. The <strong>in</strong>tersection may occur on theleft (Fig. 4.20a) or middle (Fig. 4.20b) branch of the cubic V -nullcl<strong>in</strong>e depend<strong>in</strong>g onthe sign of the parameter a. Let us determ<strong>in</strong>e how the stability of the equilibrium(0, 0) depends on the parameters a, b, and c.There is a common dogma that the equilibrium <strong>in</strong> Fig. 4.20a correspond<strong>in</strong>g toa > 0 is always stable, the equilibrium <strong>in</strong> Fig. 4.20b correspond<strong>in</strong>g to a < 0 is alwaysunstable, and the loss of stability occurs “exactly” at a = 0, i.e., at the bottom of theleft knee. Let us check that this is not necessarily true, at least when c ≠ 0. TheJacobian matrix of the FitzHugh-Nagumo model (4.11,4.12) at the equilibrium (0, 0)has the form( ) −a −1L =.b −c

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