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.

244 Excitability1co<strong>in</strong>cidencedetection<strong>in</strong>tegratorresonatorcomb<strong>in</strong>ed PSP amplitude(normalized)resonantfrequency0.30 3 6 9 12 15 18<strong>in</strong>terpulse period, msFigure 7.19: Dependence of comb<strong>in</strong>ed PSP amplitude on the <strong>in</strong>ter-pulse period; seeFig. 7.18.of current simulat<strong>in</strong>g synaptic bombardment. The response of any neuron to <strong>in</strong>putpulses depends on the frequency content of these pulses. In Fig. 7.18 we use tripletswith various <strong>in</strong>ter-pulse periods to illustrate the issue. The pulses may arrive fromthree different presynaptic neurons or from a s<strong>in</strong>gle presynaptic neuron fir<strong>in</strong>g shortbursts.In Fig. 7.18, top, we show that <strong>in</strong>tegrators prefer high-frequency <strong>in</strong>puts. The firstpulse <strong>in</strong> each triplet evokes a post-synaptic potential (PSP) that decays exponentially.The PSP evoked by the second pulse adds to the first one, and so on. The dependenceof the comb<strong>in</strong>ed PSP amplitude on the <strong>in</strong>ter-pulse period is shown <strong>in</strong> Fig. 7.19. Apparently,the <strong>in</strong>tegrator acts as a co<strong>in</strong>cidence detector because it is most sensitive tothe pulses arriv<strong>in</strong>g simultaneously.Resonators can also detect co<strong>in</strong>cidences, as one can see <strong>in</strong> Fig. 7.19. In addition,they can detect resonant <strong>in</strong>puts. Indeed, the first pulse <strong>in</strong> each triplet <strong>in</strong> Fig. 7.18,bottom, evokes a damped oscillation of the membrane potential, which results <strong>in</strong> anoscillation of the fir<strong>in</strong>g probability. The natural period of such an oscillation is around9 ms for the mesencephalic V neuron used <strong>in</strong> the figure. The effect of the second pulsedepends on its tim<strong>in</strong>g relative to the first pulse: If the <strong>in</strong>terval between the pulses isnear the natural period, e.g., 10 ms <strong>in</strong> Fig. 7.18 and Fig. 7.20, the second pulse arrivesdur<strong>in</strong>g the ris<strong>in</strong>g phase of oscillation, and it <strong>in</strong>creases the amplitude of oscillation evenfurther. In this case the effects of the pulses add up. The third pulse <strong>in</strong>creases theamplitude of oscillation even further thereby <strong>in</strong>creas<strong>in</strong>g the probability of an actionpotential, as <strong>in</strong> Fig. 7.20.If the <strong>in</strong>terval between pulses is near half the natural period, e.g., 5 ms <strong>in</strong> Fig. 7.18and Fig. 7.20, the second pulse arrives dur<strong>in</strong>g the fall<strong>in</strong>g phase of oscillation, and itleads to a decrease <strong>in</strong> oscillation amplitude. The spikes effectively cancel each other

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

Saved successfully!

Ooh no, something went wrong!