ZnO-based resistive memory with self-rectifying behavior for neuromorphic devices
[Display omitted] •ZnO-based resistive memory with self-rectifying behavior is proposed for neuromorphic devices.•Semiconductor-like ITO layer is introduced for switching model.•Self-rectifying mechanisms are proposed using energy band diagram.•Synaptic learning behaviors are emulated for bio-inspir...
Saved in:
Published in: | Applied surface science Vol. 671; p. 160749 |
---|---|
Main Authors: | , , , , |
Format: | Journal Article |
Language: | English |
Published: |
Elsevier B.V
30-10-2024
|
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Summary: | [Display omitted]
•ZnO-based resistive memory with self-rectifying behavior is proposed for neuromorphic devices.•Semiconductor-like ITO layer is introduced for switching model.•Self-rectifying mechanisms are proposed using energy band diagram.•Synaptic learning behaviors are emulated for bio-inspired computing.•Neuromorphic system is performed using memristor device.
Resistive random-access memory (RRAM) is a type of next-generation low-energy memory used in artificial intelligence by controlling the high- and low-resistance states. By the migration of oxygen vacancies, two states are controlled. ITO/ZnO/TaN is proposed as a nonvolatile memory RRAM device. Additionally, the interface layer between the ITO and ZnO layer is shown by transmission electron microscopy (TEM) and X-ray photoelectron spectroscopy (XPS), which results in rectifying characteristics. The device exhibits bipolar resistive switching and a gradual I-V curve through DC voltage sweep cycling after the electroforming procedure, implying the potential for neuromorphic systems. Furthermore, the device’s synaptic behaviors are proved, including potentiation and depression, spike-amplitude-dependent plasticity, spike-number-dependent plasticity, spike-duration-dependent plasticity, and spike-timing-dependent plasticity suitability. Furthermore, ISPVA was utilized for better endurance, potentiation and depression, and MLC retention. |
---|---|
ISSN: | 0169-4332 1873-5584 |
DOI: | 10.1016/j.apsusc.2024.160749 |