Multiple-spike waves in a one-dimensional integrate-and-fire neural network.
نویسندگان
چکیده
This paper builds on the past study of single-spike waves in one-dimensional integrate-and-fire networks to provide a framework for the study of waves with arbitrary (finite or countably infinite) collections of spike times. Based on this framework, we prove an existence theorem for single-spike traveling waves, and we combine analysis and numerics to study two-spike traveling waves, periodic traveling waves, and general infinite spike trains. For a fixed wave speed, finite-spike waves, periodic waves, and other infinite-spike waves may all occur, and we discuss the relationships among them. We also relate the waves considered analytically to waves generated in numerical simulations by the transient application of localized excitation.
منابع مشابه
Pulse propagation in integrate-and-fire neural networks
Neuronal information processing involves action potentials, or spikes [1]. It is now widely accepted that neural informaion is not only encoded in the neuronal firing rate but also in the precise timing of spikes [2]. A neural code based on the precise firing sequence of spikes requires a means to transmit spike timings without destroying their temporal structure. We study a one-dimensional mod...
متن کاملRole of STDP in regulation of neural timing networks in human: a simulation study
Many physiological events require an accurate timing signal, usually generated by neural networks called central pattern generators (CPGs). On the other hand, properties of neurons and neural networks (e.g. time constants of neurons and weights of network connections) alter with time, resulting in gradual changes in timing of such networks. Recently, a synaptic weight adjustment mechanism has b...
متن کاملRole of STDP in regulation of neural timing networks in human: a simulation study
Many physiological events require an accurate timing signal, usually generated by neural networks called central pattern generators (CPGs). On the other hand, properties of neurons and neural networks (e.g. time constants of neurons and weights of network connections) alter with time, resulting in gradual changes in timing of such networks. Recently, a synaptic weight adjustment mechanism has b...
متن کاملSpeed-up methods for simulations of traveling waves in integrate-and-fire neural networks
We consider single and multiple spike traveling waves solutions in an integrate-and-#re neural network. Due to the special properties of this system it is possible to deduce the dynamical state of each neuron in the full network from a small subset, using recurrence relationships. Since the dimension of the subset is on the order of the number of the traveling waves, this greatly reduces the co...
متن کاملThe evolution of synaptically generated waves in one- and two-dimensional domains
We study the onset and evolution of waves in an integrate-and-fire network of synaptically coupled neurons in oneand two-dimensional domains which are restricted to firing one spike. We determine the critical size of initial excitation of the network necessary for the onset of propagation. We also determine the ignition time. We derive an integro-differential equation for the evolution of the f...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- Journal of mathematical biology
دوره 48 3 شماره
صفحات -
تاریخ انتشار 2004