Long- and Short-Term Memory Characteristics Controlled by Electrical and Optical Stimulations in InZnO-Based Synaptic Device for Reservoir Computingopen access
- Authors
- Park, Hyogeun; Ju, Dongyeol; Mahata, Chandreswar; Emelyanov, Andrey; Koo, Minsuk; Kim, Sungjun
- Issue Date
- Aug-2024
- Publisher
- Wiley-VCH GmbH
- Keywords
- indium zinc oxide; neuromorphic system; optical measurements; reservoir computing; spiking neural network
- Citation
- Advanced Electronic Materials, v.10, no.8
- Indexed
- SCIE
SCOPUS
- Journal Title
- Advanced Electronic Materials
- Volume
- 10
- Number
- 8
- URI
- https://scholarworks.dongguk.edu/handle/sw.dongguk/21551
- DOI
- 10.1002/aelm.202300911
- ISSN
- 2199-160X
2199-160X
- Abstract
- In this study, the resistive switching phenomenon and synaptic mimicry characteristics of an indium tin oxide (ITO)/indium zinc oxide (IZO)/Al2O3/TaN device are characterized. The insertion of a thin Al2O3 layer via atomic layer deposition improves the resistive switching characteristics such as cycle-to-cycle and device-to-device uniformity and reduces the power consumption of the proposed device with respect to a single-layer ITO/IZO/TaN device. The proposed device exhibits the coexistence of volatile and nonvolatile characteristics under optical and electrical measurement conditions. Nonvolatile memory characteristics with stable retention results are used for synaptic applications by emulating potentiation, depression, and spike-timing-dependent plasticity. Furthermore, the device shows volatile characteristics under ultraviolet-light illumination, emulating paired-pulse facilitation and excitatory post-synaptic current responses. Finally, optical-enhanced reservoir computing is implemented based on the nonlinear and volatile nature of the IZO-based resistive random-access memory device. In this study, synaptic characteristics of ITO/ IZO/Al2O3/TaN device are emulated by light stimulations and electric pulses. Moreover, reservoir computing is implemented by optical stimulations for temporal learning. The insertion of a thin Al2O3 layer improves the resistive switching characteristics such as cycle-to-cycle and device-to-device uniformity and reduces the power consumption compared to the ITO/IZO/TaN device. image
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Collections - College of Engineering > Department of Electronics and Electrical Engineering > 1. Journal Articles

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