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Dynamical Systems in Neuroscience:

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Burst<strong>in</strong>g 371Figure 9.31: Putative “circle/circle” burst<strong>in</strong>g pacemaker activity of neuron R 15 <strong>in</strong>abdom<strong>in</strong>al ganglion of the mollusk Aplysia (modified from Levitan and Levitan 1988).<strong>in</strong>terspike period (sec)21.510.500 5 10 15spike number<strong>in</strong>terspike frequency (Hz)2.521.510.500 5 10 15spike numberFigure 9.32: The <strong>in</strong>terspike period <strong>in</strong> the “circle/circle” burst<strong>in</strong>g <strong>in</strong> Fig. 9.31 resemblesa parabola, which motivates the name “parabolic burst<strong>in</strong>g” used <strong>in</strong> earlier studies.9.3.2 circle/circleWhen the equilibrium correspond<strong>in</strong>g to the rest<strong>in</strong>g state disappears via a saddle-nodeon <strong>in</strong>variant circle bifurcation, and the limit cycle attractor correspond<strong>in</strong>g to spik<strong>in</strong>gstate disappears via another saddle-node on <strong>in</strong>variant circle bifurcation, the burster issaid to be of the “circle/circle” type shown <strong>in</strong> Fig. 9.30. S<strong>in</strong>ce the bifurcation doesnot produce a co-existence of attractors, there is usually no hysteresis loop, and theburst<strong>in</strong>g is of the slow-wave type with at least two slow variables. (An example of“circle/circle” hysteresis loop burst<strong>in</strong>g <strong>in</strong> a “2+1” system is provided by Izhikevich(2000)).“Circle/circle” burst<strong>in</strong>g is a prom<strong>in</strong>ent feature of the R 15 cells <strong>in</strong> the abdom<strong>in</strong>al ganglionof the mollusk Aplysia, shown <strong>in</strong> Fig. 9.31 (Plant 1981). It was called “parabolic”burst<strong>in</strong>g <strong>in</strong> earlier studies because the <strong>in</strong>terspike period depicted <strong>in</strong> Fig. 9.32 was erroneouslythought to be a parabola. In Sect. 6.1.2 we showed that when a systemundergoes a saddle-node on <strong>in</strong>variant circle bifurcation, its period scales as 1/ √ λ,where λ is the distance to the bifurcation. Two pieces of this function, put togetheras <strong>in</strong> Fig. 9.32, do <strong>in</strong>deed resemble a parabola. But so does the <strong>in</strong>terspike period of a“circle/homocl<strong>in</strong>ic” burster.To transform the I Na,p +I K -model to a “circle/circle” burster, we take the parametersas <strong>in</strong> Fig. 4.1a so that there is a saddle-node on <strong>in</strong>variant circle bifurcation whenI = 4.51 (see Sect. 6.1.2). Its nullcl<strong>in</strong>es and phase portrait look similar to those <strong>in</strong>Fig. 9.30. Then, we add one amplify<strong>in</strong>g and one resonant current with gat<strong>in</strong>g variablesṁ slow = (m ∞,slow (V ) − m slow )/τ Na,slow (V ) (slow I Na,slow ),ṅ slow = (n ∞,slow (V ) − n slow )/τ K(M) (V ) (slow I K(M) ),

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