METHOD AND SYSTEM FOR CONVERTING PULSED-PROCESSING NEURAL NETWORK WITH INSTANTANEOUS INTEGRATION SYNAPSES INTO DYNAMIC INTEGRATION SYNAPSES

摘要

The invention solves the technical problem associated with finding a way of making contributions as if using dynamic synapses, but using the simplest neural circuits possible, such as with instantaneous integration synapses. In this way, each neuron would be capable of making the correct decision, thereby allowing correct recognition on the part of the neural network. For this purpose, each input pulse is replaced with a train of "r" pulses and the "weight" value is attenuated by a value in the vicinity of "r". The "r" pulses are spaced apart for a characteristic time. The spacing of the "r" pulses may or may not be equidistant. Consequently, if a front of simultaneous pulses arrives at the neuron, originating from multiple neurons in the preceding layer, the trains of pulses are interleaved with one another and they all contribute to the decision of the neuron as to whether or not it should be activated.