12.07.2015 Views

Dynamical Systems in Neuroscience:

Dynamical Systems in Neuroscience:

Dynamical Systems in Neuroscience:

SHOW MORE
SHOW LESS
  • No tags were found...

You also want an ePaper? Increase the reach of your titles

YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.

Excitability 263membrane potential, V (mV)0-20-40-60-800.050.040.030.02I=-100.01I=-10 I=4.30 10 20 30 40 50time (ms)K + activation gate, n0V-nullcl<strong>in</strong>eI=4.3-65 -60 -55 -50membrane potential, V (mV)Figure 7.40: Post-<strong>in</strong>hibitory spike of an <strong>in</strong>tegrator neuron near Bogdanov-Takens bifurcation;see Fig. 7.39.n-nullcl<strong>in</strong>eresonator<strong>in</strong>tegratorspikespike1 2focus1node212Figure 7.41: Post-<strong>in</strong>hibitory facilitation — enhancement of subthreshold depolariz<strong>in</strong>gpulse (2) by preced<strong>in</strong>g <strong>in</strong>hibitory pulse (1) — can occur <strong>in</strong> <strong>in</strong>tegrator neurons nearBogdanov-Takens bifurcation.the K + current to n < 0.005 pushes the po<strong>in</strong>t (V, n) to the shaded region, i.e., beyondthe threshold. Upon release from <strong>in</strong>hibition, the <strong>in</strong>tegrator neuron produces a reboundspike and then returns to the rest<strong>in</strong>g state.Integrator neurons can also exhibit frequency preference and resonance, illustrated<strong>in</strong> Fig. 7.41. The post-<strong>in</strong>hibitory facilitation <strong>in</strong> resonator neurons <strong>in</strong> Fig. 7.41a wasdescribed <strong>in</strong> Sect. 7.2.7. It may happen <strong>in</strong> <strong>in</strong>tegrator neurons when the node equilibriumhas nearly equal eigenvalues and nearly parallel eigenvectors, as <strong>in</strong> Fig. 7.41b. Theformer are about to become complex-conjugate result<strong>in</strong>g <strong>in</strong> rotation of the vector fieldaround the equilibrium, and hence <strong>in</strong> the post-<strong>in</strong>hibitory rebound response to the first(<strong>in</strong>hibitory) pulse.Resonator neurons near Bogdanov-Takens bifurcation can fire spikes with noticeablelatencies. This occurs because the V -nullcl<strong>in</strong>e follows the n-nullcl<strong>in</strong>e at the focusequilibrium <strong>in</strong> Fig. 7.39, bottom. Such a proximity creates a “tunnel” with smallvector field that slows down the spik<strong>in</strong>g trajectory. F<strong>in</strong>ally, the neuron can exhibitan oscillation (marked as P <strong>in</strong> Fig. 7.42, bottom) before fir<strong>in</strong>g a spike <strong>in</strong> response to

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!