Implementation of linear filters in the spike domain

This paper proposes a model and algorithm to compute the time encoded output of a linear filter directly from the time encoded input. The time encoding machine considered in this study is the integrate-and-fire neuron model. The proposed direct encoding approach is much faster than the indirect approach, involving simulating the filter output and subsequent encoding. A numerical simulation study is used to illustrate the approach.