Spike-timing-dependent plasticity using inverse resistivity phase-change material
A device for implementing spike-timing-dependent plasticity is provided. The device includes a phase-change element, first and second electrodes disposed respective first and second surfaces of the phase-change element. The phase-change element includes a phase-change material with an inverse resistivity characteristic. The first electrode includes a first heater element, and a first electrical insulating layer which electrically insulates the first resistive heater element from the first electrode and the phase-change element. The second electrode includes a second resistive heater element, and a second electrical insulating layer which electrically insulates the second resistive heater element from the second electrode and the phase-change element.
1 . A device, comprising:
a phase-change element comprising phase-change material having an inverse resistivity characteristic;
a first electrode disposed on a first surface of the phase-change element, wherein the first electrode comprises a first resistive heater element, and a first electrical insulating layer which electrically insulates the first resistive heater element from the first electrode and the phase-change element; and
a second electrode disposed on a second surface of the phase-change element, wherein the second electrode comprises a second resistive heater element, and a second electrical insulating layer which electrically insulates the second resistive heater element from the second electrode and the phase-change element.
2 . The device of claim 1 , wherein the phase-change material comprises an alloy of chromium, germanium, and tellurium, which exhibits the inverse resistivity characteristic of having a resistive crystalline phase and a conductive amorphous phase.
3 . The device of claim 1 , wherein the phase-change material comprises a conductive amorphous phase which has a rate of crystallization that is a function of temperature.
4 . The device of claim 1 , wherein the first and second resistive heater elements comprise one of a tantalum nitride material and a hydrogen-doped carbon material.
5 . The device of claim 1 , wherein the first and second electrical insulating layers comprise one of an alloy of aluminum nitride and an alloy of boron nitride.
6 . The device of claim 1 , wherein the first and second surfaces of the phase-change element comprise opposite parallel surfaces of the phase-change element, wherein the first and second electrodes have a same geometric footprint and are disposed in alignment to each other on the opposite parallel surfaces of the phase-change element.
7 . The device of claim 1 , wherein the first and second surfaces of the phase-change element comprise opposite parallel surfaces of the phase-change element, wherein the first and second electrodes have a same geometric footprint and are disposed in alignment with a predefined offset to each other on the opposite parallel surfaces of the phase-change element.
8 . The device of claim 1 , wherein the first and second surfaces of the phase-change element are angled planar surfaces of the phase-change element.
9 . A device, comprising:
an inverse phase-change material element having a resistive crystalline phase and a conductive amorphous phase;
a first electrode disposed on a first surface of the inverse phase-change material element;
a second electrode disposed on a second surface of the inverse phase-change material element;
a first proximity heater embedded in the first electrode;
a second proximity heater embedded in the second electrode;
a first event pulse generator coupled to the first proximity heater; and
a second event pulse generator coupled to the second proximity heater;
wherein a time-dependent resistance of the inverse phase-change material element between the first and second electrodes is proportional to a time difference between first and second pulses generated by the respective first and second event pulse generators.
10 . The device of claim 9 , wherein a memory of the time difference as captured by the time-dependent resistance is tunable by changing a temperature of the inverse phase-change material element.
11 . The device of claim 9 , wherein the first and second event pulse generators comprise respective first and second sensor devices configured to sense a target event.
12 . The device of claim 9 , further comprising a correlation signal generator circuit which is configured to apply a read voltage to the first and second electrodes, to receive a read current which flows through the inverse phase-change material element between the first and second electrodes in response to the applied read voltage, and to determine a conductance state of the inverse phase-change material element based on the read current.
13 . The device of claim 9 , wherein the inverse phase-change material element has a rate of crystallization of the conductive amorphous phase which is a function of temperature.
14 . The device of claim 9 , wherein the inverse phase-change material element comprises an alloy of chromium, germanium, and tellurium.
15 . The device of claim 9 , wherein the first and second proximity heaters elements comprise one of a tantalum nitride material and a hydrogen-doped carbon material.
16 . The device of claim 9 , wherein:
the first electrode comprises a first electrical insulating layer which electrically insulates the first proximity heater from the first electrode and the inverse phase-change material element; and
the second electrode comprises a second electrical insulating layer which electrically insulates the second proximity heater from the second electrode and the inverse phase-change material element;
wherein the first and second electrical insulating layers comprise one of an alloy of aluminum nitride and an alloy of boron nitride.
17 . A system, comprising:
a neuromorphic system comprising an artificial neural network, wherein the artificial neural network comprises neuron devices, and an array of synaptic devices which connect the neuron devices;
wherein at least one neuron device comprises an inverse phase-change material device, wherein the inverse phase-change material device comprises:
a phase-change element comprising phase-change material having an inverse resistivity characteristic;
a first electrode disposed on a first surface of the phase-change element, wherein the first electrode comprises a first resistive heater element, and a first electrical insulating layer which electrically insulates the first resistive heater element from the first electrode and the phase-change element; and
a second electrode disposed on a second surface of the phase-change element, wherein the second electrode comprises a second resistive heater element, and a second electrical insulating layer which electrically insulates the second resistive heater element from the second electrode and the phase-change element.
18 . The system of claim 17 , wherein the inverse phase-change material device of the at least one neuron device comprises:
a first programing input terminal coupled to the first resistive heater element and configured to receive a first programming signal from a first synaptic device; and
a second programming input terminal coupled to the second resistive heater element and configured to receive a second programming signal from second synaptic device.
19 . The system of claim 18 , wherein the at least one neuron device further comprises:
a correlation signal generator circuit coupled to the first and second electrodes of the inverse phase-change material device, and configured to generate a correlation signal which is indicative of a correlation between first and second programming signals, which are applied to the first and second programming input terminals, based on a conductivity state of the phase-change element which results from the first and second programming signals being applied to the first and second programing input terminals;
wherein the correlation signal generator circuit is configured to apply a read voltage to the first and second electrodes of the inverse phase-change material device, to receive a read current which flows through the phase-change element between the first and second electrodes in response to the applied read voltage, and to determine a conductance state of the inverse phase-change material device based on the read current.
20 . The system of claim 17 , wherein:
the phase-change material comprises an alloy of chromium, germanium, and tellurium;
the phase-change material has a rate of crystallization of an amorphous phase which is a function of temperature;
the first and second resistive heater elements comprise one of a tantalum nitride material and a hydrogen-doped carbon material; and
the first and second electrical insulating layers comprises one of an alloy of aluminum nitride and an alloy of boron nitride.