High-Performance Memristive Synapse Based on Space-Charge-Limited Conduction in LiNbO3
Advancing neuromorphic computing technology requires the development of versatile synaptic devices. In this study, we fabricated a high-performance Al/LiNbO<sub>3</sub>/Pt memristive synapse and emulated various synaptic functions using its primary key operating mechanism, known as oxygen vacancy-mediated valence charge migration (V<sub>O</sub>-VCM). The voltage-controlled V<sub>O</sub>-VCM induced space-charge-limited conduction and self-rectifying asymmetric hysteresis behaviors. Moreover, the device exhibited voltage pulse-tunable multi-state memory characteristics because the degree of V<sub>O</sub>-VCM was dependent on the applied pulse parameters (e.g., polarity, amplitude, width, and interval). As a result, synaptic functions such as short-term memory, dynamic range-tunable long-term memory, and spike time-dependent synaptic plasticity were successfully demonstrated by modulating those pulse parameters. Additionally, simulation studies on hand-written image pattern recognition confirmed that the present device performed with high accuracy, reaching up to 95.2%. The findings suggest that the V<sub>O</sub>-VCM-based Al/LiNbO<sub>3</sub>/Pt memristive synapse holds significant promise as a brain-inspired neuromorphic device.
Authors
- Youngmin Lee (ORCID: https://orcid.org/0000-0002-8685-3033)
- Sejoon Lee (ORCID: https://orcid.org/0000-0002-4548-7436)
Institutions
- Dongguk University (KR)
Publication Details
- Journal
- Nanomaterials
- Published
- 2024-11-23
- DOI
- https://doi.org/10.3390/nano14231884
- Citations
- 4
- Primary Topic
- Advanced Memory and Neural Computing
- Type
- article
- Field-Weighted Citation Impact
- 0.83
Funders
- National Research Foundation
- National Research Foundation of Korea