NbO<sub>2</sub>-Based Frequency Storable Coupled Oscillators for Associative Memory Application
Oscillatory neural networks with nano-oscillators and synapse devices are a promising alternative to implement neuromorphic systems owing to its fast recognition speed and low power consumption. In this paper, we demonstrate a compact frequency storable oscillator using nanoscale two-terminal NbO<...
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oai:doaj.org-article:4d5250a0d9aa46a7919fcb945d7960272021-11-19T00:00:37ZNbO<sub>2</sub>-Based Frequency Storable Coupled Oscillators for Associative Memory Application2168-673410.1109/JEDS.2018.2793342https://doaj.org/article/4d5250a0d9aa46a7919fcb945d7960272018-01-01T00:00:00Zhttps://ieeexplore.ieee.org/document/8258964/https://doaj.org/toc/2168-6734Oscillatory neural networks with nano-oscillators and synapse devices are a promising alternative to implement neuromorphic systems owing to its fast recognition speed and low power consumption. In this paper, we demonstrate a compact frequency storable oscillator using nanoscale two-terminal NbO<sub>2</sub> insulator-metal-transition devices along with TaO<sub>x</sub>-based resistive switching memory (RRAM) devices. By controlling RRAM resistance, we realized a wide range of analog oscillation frequencies. The synchronization window of two coupled oscillators, which is a key parameter for determining pattern recognition, increases with the increasing coupling capacitance and decreasing RRAM resistance of the reference oscillator. The simple device structure (metal-NbO<sub>2</sub>-metal-TaO<sub>x</sub>-metal), small device area (4F<sup>2</sup>), and frequency storability of NbO<sub>2</sub>-based coupled oscillator device show a strong potential for future integrated neuromorphic device application.Donguk LeeEuijun ChaJaehyuk ParkChanghyuck SungKibong MoonSolomon Amsalu ChekolHyunsang HwangIEEEarticleInsulator-metal-transitionneuromorphic systemoscillatory neuroncoupled oscillatorsElectrical engineering. Electronics. Nuclear engineeringTK1-9971ENIEEE Journal of the Electron Devices Society, Vol 6, Pp 250-253 (2018) |
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Insulator-metal-transition neuromorphic system oscillatory neuron coupled oscillators Electrical engineering. Electronics. Nuclear engineering TK1-9971 |
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Insulator-metal-transition neuromorphic system oscillatory neuron coupled oscillators Electrical engineering. Electronics. Nuclear engineering TK1-9971 Donguk Lee Euijun Cha Jaehyuk Park Changhyuck Sung Kibong Moon Solomon Amsalu Chekol Hyunsang Hwang NbO<sub>2</sub>-Based Frequency Storable Coupled Oscillators for Associative Memory Application |
description |
Oscillatory neural networks with nano-oscillators and synapse devices are a promising alternative to implement neuromorphic systems owing to its fast recognition speed and low power consumption. In this paper, we demonstrate a compact frequency storable oscillator using nanoscale two-terminal NbO<sub>2</sub> insulator-metal-transition devices along with TaO<sub>x</sub>-based resistive switching memory (RRAM) devices. By controlling RRAM resistance, we realized a wide range of analog oscillation frequencies. The synchronization window of two coupled oscillators, which is a key parameter for determining pattern recognition, increases with the increasing coupling capacitance and decreasing RRAM resistance of the reference oscillator. The simple device structure (metal-NbO<sub>2</sub>-metal-TaO<sub>x</sub>-metal), small device area (4F<sup>2</sup>), and frequency storability of NbO<sub>2</sub>-based coupled oscillator device show a strong potential for future integrated neuromorphic device application. |
format |
article |
author |
Donguk Lee Euijun Cha Jaehyuk Park Changhyuck Sung Kibong Moon Solomon Amsalu Chekol Hyunsang Hwang |
author_facet |
Donguk Lee Euijun Cha Jaehyuk Park Changhyuck Sung Kibong Moon Solomon Amsalu Chekol Hyunsang Hwang |
author_sort |
Donguk Lee |
title |
NbO<sub>2</sub>-Based Frequency Storable Coupled Oscillators for Associative Memory Application |
title_short |
NbO<sub>2</sub>-Based Frequency Storable Coupled Oscillators for Associative Memory Application |
title_full |
NbO<sub>2</sub>-Based Frequency Storable Coupled Oscillators for Associative Memory Application |
title_fullStr |
NbO<sub>2</sub>-Based Frequency Storable Coupled Oscillators for Associative Memory Application |
title_full_unstemmed |
NbO<sub>2</sub>-Based Frequency Storable Coupled Oscillators for Associative Memory Application |
title_sort |
nbo<sub>2</sub>-based frequency storable coupled oscillators for associative memory application |
publisher |
IEEE |
publishDate |
2018 |
url |
https://doaj.org/article/4d5250a0d9aa46a7919fcb945d796027 |
work_keys_str_mv |
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1718420666824261632 |