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Dynamical Systems in Neuroscience:

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358 Burst<strong>in</strong>g0membrane potential, V (mV)-10-20-30-40-50-60-70V equiv (n slow )n slow (V)V equiv (n slow )0 0.05 0.1K + activation gate, nslowlimit cycle (max)unstable equilblimit cycle (m<strong>in</strong>)n slow (V)saddlenode0 0.05 0.1K + activation gate, nslowFigure 9.16: Projection of burst<strong>in</strong>g trajectory of the I Na,p +I K +I K(M) -model onto the(n slow , V ) plane.to bizarre bursters hav<strong>in</strong>g amplify<strong>in</strong>g slow currents, such as the one <strong>in</strong> Ex. 10.We depict the equivalent voltage of the I Na,p +I K +I K(M) -model <strong>in</strong> Fig. 9.16, left(variable u corresponds to n slow ). In the same figure, we depict the steady-state activationfunction n = n ∞,slow (V ) (notice the flipped coord<strong>in</strong>ate system). We <strong>in</strong>terpretthe two curves as fast and slow nullcl<strong>in</strong>es of the reduced (V, n slow )-system. Dur<strong>in</strong>g theactive (spik<strong>in</strong>g) phase of burst<strong>in</strong>g, the reduced system slides along the upper branch ofV equiv (n slow ) to the right. When it reaches the end of the branch, it falls down to thelower branch correspond<strong>in</strong>g to rest<strong>in</strong>g, and slides along this branch to the left. When itreaches the left end of the lower branch, it jumps up to the upper branch, and therebycloses the hysteresis loop. Fig. 9.16, right, summarizes all the <strong>in</strong>formation needed tounderstand the transitions between rest<strong>in</strong>g and spik<strong>in</strong>g states <strong>in</strong> this model. It depictsthe burst<strong>in</strong>g trajectory, loci of equilibria of the fast subsystem, and the voltage range ofspik<strong>in</strong>g limit cycle as a function of the slow gate n slow . With some experience, one canread this complicated figure and visualize the three-dimensional geometry underly<strong>in</strong>gburst<strong>in</strong>g dynamics.9.2.5 Hysteresis loops and slow wavesSusta<strong>in</strong>ed burst<strong>in</strong>g activity of the fast-slow system (9.1) corresponds to periodic (orchaotic) activity of the reduced slow subsystem (9.6). Depend<strong>in</strong>g on the dimensionof u, i.e., on the number of slow variables, there could be two fundamentally differentways the slow subsystem oscillates.If the slow variable u is one-dimensional, then there must be a bistability of rest<strong>in</strong>gand spik<strong>in</strong>g states of the fast subsystem so that u oscillates via a hysteresis loop. Thatis, the reduced equation (9.6) consists of two parts, one for V equiv (u) correspond<strong>in</strong>gto spik<strong>in</strong>g, and one for V equiv (u) correspond<strong>in</strong>g to rest<strong>in</strong>g of the fast subsystem, as

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