Abstract
We fabricated and characterized a Ni/ZnO/TiN memristor device designed to emulate an artificial synapse for use in a neuromorphic system. Chemical and material characterization was conducted using ultraviolet photoelectron spectroscopy, energy-dispersive X-ray spectroscopy, and transmission electron microscopy. The device exhibited gradual resistive switching as a multi-level cell with an increase in the DC sweep voltage. Current decay was observed after the set process, indicating that it could feasibly be employed in short-term memory applications. We demonstrated both short-term memory and long-term memory behavior in the proposed device. Higher conductance was maintained via repetitive pulses with a high voltage and a short time interval, while conductance was lower when repetitive pulses with a low voltage and a short time interval were employed. Pulse interval-dependent paired-pulse facilitation characteristics were used to mimic an artificial synapse, with potentiation and depression observed over multiple cycles. We also evaluated the pattern-recognition accuracy of the proposed conductance modulation with degradation based on the short-term memory effect using a 784 × 10 cross-point array netlist and a SPICE resistor model.
Original language | English |
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Article number | 152164 |
Journal | Applied Surface Science |
Volume | 579 |
DOIs | |
State | Published - 30 Mar 2022 |
Keywords
- Memristor
- Neuromorphic system
- Short-term memory
- ZnO