Influence of Noise, Variability, and TimeDelayed Feedback on Networks: Dynamics of Neural Networks,Used

Influence of Noise, Variability, and TimeDelayed Feedback on Networks: Dynamics of Neural Networks,Used

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SKU: DADAX383810787X
UPC: 9783838107875
Brand: Sudwestdeutscher Verlag Fur Hochschulschriften AG
Condition: New
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In this thesis, the influence of noise, variability, and timedelayed feedback on the dynamics of nets of neural elements is investigated. The dynamics of the single elements is given by the FitzHughNagumo, the HodgkinHuxley, or the reduced HodgkinHuxley equations. After some theoretical basics, the results are presented. For oscillatory nets, it is shown that timedelayed feedback can suppress oscillations and thereby excitable net dynamics is induced. In subexcitable nets, timedelayed feedback can support the propagation of wave fronts and thereby pattern formation. This effect is studied in detail for wave fronts, which are either induced by special initial conditions, by noise, or by variability. For bistable nets, it is shown that both multiplicative noise and multiplicative variability have a systematic influence on the net dynamics. Considering an external signal, the response of the net is optimal for intermediate values of the additive and the multiplicative variability strength (doubly variabilityinduced resonance). Moreover, the response of the net to the external signal can further be enhanced applying timedelayed feedback with appropriately chosen delay times.

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