A memristive multi-terminal spiking neuron apparatus, comprising a non-volatile memristor, wherein the non-volatile memristor has a resistance ratio between the high-resistance and low-resistance states exceeding 4 decades of magnitude, wherein the non-volatile memristor retains its resistance states for a time period exceeding 1 second, a volatile memristor, wherein the volatile memristor retains its low-resistance state for a time period of less than 10 nanoseconds, and a capacitor, wherein the volatile memristor is in parallel with the capacitor. A method of making a programmable electrical spiking output from a memristive multi-terminal spiking neuron, comprising providing one or more devices wherein each device comprises a non-volatile memristor, a volatile memristor, wherein the volatile memristor is in parallel with the capacitor, providing a first input spiking signal to a neuron device, providing a second input spiking signal, and creating a programmable spiking output signal which changes.
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