The Invariant Distribution Based on Moment Neuronal Networks
Shuyun Xie · Journal of Hunan University of Arts and Science · 2006
We first derive a diffusion-type approximation of renewal processes.For renewal process inputs,then we discuss that the system of spiking neurons constructs the moment neuronal networks with IF model,it is specified in terms of the first-and second-order statistics of their interspike intervals,it is more conforming to the biological reality.Finally,we discuss the invariant distribution of moment neuronal networks and find the fixed points and the corresponding boundary line under different conditions by computer simulation.