Title :
Synchronization analysis of resonate-and-fire neuron models with delayed resets
Author :
Miura, Kiyotaka ; Nakada, Kaoru
Author_Institution :
Grad. Sch. of Inf. Sci., Tohoku Univ., Sendai, Japan
Abstract :
We analyzed the synchronization properties of coupled resonate-and-fire neuron models with delayed resets. The conventional phase reduction method cannot be applied to the system as it shows periodicity only under time-delayed feedback and cannot be treated as a dynamical system. Therefore, we generalized the conventional phase reduction method to include dynamics with delay-induced periodicity. Then we applied the theory to the system and utilized the reduced phase dynamics for analyzing the synchronization properties.
Keywords :
differential equations; feedback; neural nets; synchronisation; delay-induced periodicity; neuron delayed reset; phase reduction method; resonate-and-fire neuron model; synchronization analysis; synchronization property; time-delayed feedback;
Conference_Titel :
Soft Computing and Intelligent Systems (SCIS) and 13th International Symposium on Advanced Intelligent Systems (ISIS), 2012 Joint 6th International Conference on
Conference_Location :
Kobe
Print_ISBN :
978-1-4673-2742-8
DOI :
10.1109/SCIS-ISIS.2012.6505169