Use of an hourglass model in neuronal coding

We study a system of interacting renewal processes which is a model for neu ronal activity. We show that the system possesses an exponentially large nu mber (with respect to the number of neurons in the network) of limiting con figurations of the firing neurons'. These we call patterns. Furthermore, un der certain conditions of symmetry we find an algorithm to control limiting patterns by means of the connection parameters.