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Highly uniform resistive switching characteristics of Ti/TaOx/ITO memristor devices for neuromorphic system
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Publication Year
2023-10-25
Publisher
Elsevier Ltd
Citation
Journal of Alloys and Compounds, Vol.961
Keyword
Neuromorphic systemResistive switchingSpike-timing-dependent plasticity (STDP)Synaptic plasticity
Mesh Keyword
MemristorNeuromorphicNeuromorphic systemsPulse measurementsResistance stateResistive switchingSpike timing dependent plasticitiesSpike-timing-dependent plasticitySwitching characteristicsSynaptic plasticity
All Science Classification Codes (ASJC)
Mechanics of MaterialsMechanical EngineeringMetals and AlloysMaterials Chemistry
Abstract
In this study, we focused on the uniformity of resistance states of Ti/TaOx/ITO devices and the possibility of using them in neuromorphic applications under DC and pulse measurement conditions. The thickness and chemical composition of the devices was verified by transmission electron microscopy (TEM). First, the I-V curves of the devices were controlled with the compliance current and reset voltage. In addition, the multi-level characteristics were demonstrated through DC sweeps and pulses for high-density memory and neuromorphic systems. The linearity of potentiation and depression was then improved to seek high accuracy of pattern recognition in a neural network. Finally, spike-timing-dependent plasticity (STDP) was performed (including potentiation and depression) to mimic Hebbian learning of the nerve system.
ISSN
0925-8388
Language
eng
URI
https://dspace.ajou.ac.kr/dev/handle/2018.oak/33500
DOI
https://doi.org/10.1016/j.jallcom.2023.170920
Fulltext

Type
Article
Funding
This work was supported in part by the National Research Foundation of Korea (NRF) grant funded by the Ministry of Science and ICT ( 2021R1C1C1004422 ) and ( 2022R1A2C1093201 ).
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Kim, Jang Hyun Image
Kim, Jang Hyun김장현
Department of Electrical and Computer Engineering
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