A neuromorphic system comprising a single transistor neuron with a double gate structure comprising a driving gate and a control gate independently separate from each other, wherein the single transistor neuron is capable of adjusting a firing threshold voltage through the control gate and wherein the single transistor neuron with the double gate structure integrates a signal when a current signal is applied to the source or the drain and outputs a voltage signal in a form of a spike from the source or the drain if the integrated signal reaches a predetermined level or more.