A method and system for performing real time searches of large alphanumeric data sets including the following steps, combining a cognitive neuromorphic architecture with a neuron based encoding binary filter, wherein building the filter includes encoding input data as a concatenated binary representation, wherein the data becomes a binary value, connecting an axon to a neuron to create a synapse; wherein each binary value includes multiple axons and neurons, determining a weight to each synapse, applying the synaptic weight to the input data to determine an integrated value and determining if the integrated value is greater than or equal to a threshold value.
Neuromorphic architecture based signal detection