The present application relates to the medical technical field, disclose a spike recognition model construction method, spike recognition method, device and equipment, the construction method includes: obtaining electroencephalogram
signal;The electroencephalogram
signal is segmented, and the spike electroencephalogram
signal section is obtained;The spike electroencephalogram signal section is pulse coded, and the
pulse sequence is obtained;Based on the
pulse sequence and
neuron dynamics mechanism, the initial
neuron model is constructed;Based on the
synaptic plasticity adjustment mechanism inside
neuron, the initial neuron model is updated, and the adaptive neuron model is constructed;Based on the adaptive neuron model, the pulse neural network is constructed, and the pulse neural network is used for
feature mapping of the
pulse sequence;Based on the
synaptic plasticity adjustment mechanism inside neuron, the pulse neural network is updated, and the target spike recognition model is obtained.The target spike recognition model, both excitatory neurons and inhibitory neurons, ensure the rationality of pulse neural network
feature mapping, improve the accuracy of identifying non-invasive traceable type
epilepsy-like spike.