Disclosed are a spiking neural network device and an intelligent device including same. The spiking neural network device according to the present invention includes: a pre-processing unit for receiving multichannel data, filtering and normalizing the received data and converting the filtered and normalized data to multidimensional data, and extracting feature points of the converted multidimensional data; and a spiking neural network unit which is designed to allocate one neuron to each piece of the multidimensional data from which the feature points have been extracted and generate spike signals according to the intensities of signals, connects each of the neurons, allocates one synapse between each of the connected neurons, sends out the spike signals by comparing a preset threshold and the sum of the values of the synapses from which the spike signals have been generated among the synapses, and groups the sent out spike signals to classify and cluster the same.
SPIKING NEURAL NETWORK DEVICE AND INTELLIGENT DEVICE INCLUDING SAME