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Dynamical Systems in Neuroscience:

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202 Bifurcationsc 1c 2xFigure 6.34: Cusp surface.<strong>in</strong> particular, c 1 = c 2 = 0 at the cusp po<strong>in</strong>t. The cusp bifurcation is supercritical whena < 0 and subcritical otherwise. It is expla<strong>in</strong>ed by the shape of the surfacec 1 + c 2 x + ax 3 = 0depicted <strong>in</strong> Fig. 6.34.Let us treat c 1 and c 2 as two <strong>in</strong>dependent parameters, and check that there aresaddle-node bifurcations <strong>in</strong> any neighborhood of the cusp po<strong>in</strong>t. The bifurcation setsof the topological normal form can easily be found. Differentiat<strong>in</strong>g c 1 + c 2 x + ax 3 withrespect to x gives c 2 +3ax 2 . Equat<strong>in</strong>g both of these expressions to zero and elim<strong>in</strong>at<strong>in</strong>gx gives the saddle-node bifurcation curvesc 1 = ± √ 2 ( c2) 3/2,a 3depicted at the bottom of Fig. 6.34.S<strong>in</strong>ce c 1 = c 1 (b) and c 2 = c 2 (b), vary<strong>in</strong>g the bifurcation parameter b results <strong>in</strong> apath on the (c 1 , c 2 )-plane. Depend<strong>in</strong>g on the shape and location of this path, one canget many 1-dimensional bifurcation diagrams. A summary of some special cases isdepicted <strong>in</strong> Fig. 6.35 show<strong>in</strong>g that there can be many <strong>in</strong>terest<strong>in</strong>g dynamical regimes <strong>in</strong>the vic<strong>in</strong>ity of a cusp bifurcation po<strong>in</strong>t.An important special case is when c 1 = 0 and c 2 (b) = b, so that the topologicalnormal form isẋ = bx + ax 3 .This form corresponds to a pitchfork bifurcation, whose diagram is depicted <strong>in</strong> Fig. 6.36(see also the bottom bifurcation diagram <strong>in</strong> Fig. 6.35). This bifurcation has an <strong>in</strong>f<strong>in</strong>itecodimension unless one considers dynamical systems with symmetry, e.g., ẋ = f(x, b)with f(−x, b) = −f(x, b) for all x and b.6.3.3 Bogdanov-TakensCan an equilibrium undergo Andronov-Hopf and saddle-node bifurcations simultaneously?There are two possibilities, illustrated <strong>in</strong> Fig. 6.37:

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