Fr. 69.00

Influence of Noise, Variability, and Time-Delayed Feedback on Networks - Dynamics of Neural Networks

German · Paperback / Softback

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In this thesis, the influence of noise, variability, and time-delayed feedback on the dynamics of nets of neural elements is investigated. The dynamics of the single elements is given by the FitzHugh-Nagumo, the Hodgkin-Huxley, or the reduced Hodgkin-Huxley equations. After some theoretical basics, the results are presented. For oscillatory nets, it is shown that time-delayed feedback can suppress oscillations and thereby excitable net dynamics is induced. In subexcitable nets, time-delayed 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 variability-induced resonance). Moreover, the response of the net to the external signal can further be enhanced applying time-delayed feedback with appropriately chosen delay times.

About the author










Dr. rer. nat., diploma and PhD degree received atthe Technical University of Darmstadt in theoretical physics,main subject: Simulations of the dynamics of neural networks.

Product details

Authors Martin Gassel
Publisher Südwestdeutscher Verlag für Hochschulschriften
 
Languages German
Product format Paperback / Softback
Released 18.06.2009
 
EAN 9783838107875
ISBN 978-3-8381-0787-5
No. of pages 112
Dimensions 150 mm x 220 mm x 6 mm
Weight 165 g
Subject Natural sciences, medicine, IT, technology > Physics, astronomy > Miscellaneous

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