Cargando…
The Enhanced Performance of Neuromorphic Computing Hardware in an ITO/ZnO/HfO(x)/W Bilayer-Structured Memory Device
This study discusses the potential application of ITO/ZnO/HfO(x)/W bilayer-structured memory devices in neuromorphic systems. These devices exhibit uniform resistive switching characteristics and demonstrate favorable endurance (>10(2)) and stable retention (>10(4) s). Notably, the formation a...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10648049/ https://www.ncbi.nlm.nih.gov/pubmed/37947701 http://dx.doi.org/10.3390/nano13212856 |
_version_ | 1785135248262037504 |
---|---|
author | Noh, Minseo Ju, Dongyeol Cho, Seongjae Kim, Sungjun |
author_facet | Noh, Minseo Ju, Dongyeol Cho, Seongjae Kim, Sungjun |
author_sort | Noh, Minseo |
collection | PubMed |
description | This study discusses the potential application of ITO/ZnO/HfO(x)/W bilayer-structured memory devices in neuromorphic systems. These devices exhibit uniform resistive switching characteristics and demonstrate favorable endurance (>10(2)) and stable retention (>10(4) s). Notably, the formation and rupture of filaments at the interface of ZnO and HfO(x) contribute to a higher ON/OFF ratio and improve cycle uniformity compared to RRAM devices without the HfO(x) layer. Additionally, the linearity of potentiation and depression responses validates their applicability in neural network pattern recognition, and spike-timing-dependent plasticity (STDP) behavior is observed. These findings collectively suggest that the ITO/ZnO/HfO(x)/W structure holds the potential to be a viable memory component for integration into neuromorphic systems. |
format | Online Article Text |
id | pubmed-10648049 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-106480492023-10-28 The Enhanced Performance of Neuromorphic Computing Hardware in an ITO/ZnO/HfO(x)/W Bilayer-Structured Memory Device Noh, Minseo Ju, Dongyeol Cho, Seongjae Kim, Sungjun Nanomaterials (Basel) Article This study discusses the potential application of ITO/ZnO/HfO(x)/W bilayer-structured memory devices in neuromorphic systems. These devices exhibit uniform resistive switching characteristics and demonstrate favorable endurance (>10(2)) and stable retention (>10(4) s). Notably, the formation and rupture of filaments at the interface of ZnO and HfO(x) contribute to a higher ON/OFF ratio and improve cycle uniformity compared to RRAM devices without the HfO(x) layer. Additionally, the linearity of potentiation and depression responses validates their applicability in neural network pattern recognition, and spike-timing-dependent plasticity (STDP) behavior is observed. These findings collectively suggest that the ITO/ZnO/HfO(x)/W structure holds the potential to be a viable memory component for integration into neuromorphic systems. MDPI 2023-10-28 /pmc/articles/PMC10648049/ /pubmed/37947701 http://dx.doi.org/10.3390/nano13212856 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Noh, Minseo Ju, Dongyeol Cho, Seongjae Kim, Sungjun The Enhanced Performance of Neuromorphic Computing Hardware in an ITO/ZnO/HfO(x)/W Bilayer-Structured Memory Device |
title | The Enhanced Performance of Neuromorphic Computing Hardware in an ITO/ZnO/HfO(x)/W Bilayer-Structured Memory Device |
title_full | The Enhanced Performance of Neuromorphic Computing Hardware in an ITO/ZnO/HfO(x)/W Bilayer-Structured Memory Device |
title_fullStr | The Enhanced Performance of Neuromorphic Computing Hardware in an ITO/ZnO/HfO(x)/W Bilayer-Structured Memory Device |
title_full_unstemmed | The Enhanced Performance of Neuromorphic Computing Hardware in an ITO/ZnO/HfO(x)/W Bilayer-Structured Memory Device |
title_short | The Enhanced Performance of Neuromorphic Computing Hardware in an ITO/ZnO/HfO(x)/W Bilayer-Structured Memory Device |
title_sort | enhanced performance of neuromorphic computing hardware in an ito/zno/hfo(x)/w bilayer-structured memory device |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10648049/ https://www.ncbi.nlm.nih.gov/pubmed/37947701 http://dx.doi.org/10.3390/nano13212856 |
work_keys_str_mv | AT nohminseo theenhancedperformanceofneuromorphiccomputinghardwareinanitoznohfoxwbilayerstructuredmemorydevice AT judongyeol theenhancedperformanceofneuromorphiccomputinghardwareinanitoznohfoxwbilayerstructuredmemorydevice AT choseongjae theenhancedperformanceofneuromorphiccomputinghardwareinanitoznohfoxwbilayerstructuredmemorydevice AT kimsungjun theenhancedperformanceofneuromorphiccomputinghardwareinanitoznohfoxwbilayerstructuredmemorydevice AT nohminseo enhancedperformanceofneuromorphiccomputinghardwareinanitoznohfoxwbilayerstructuredmemorydevice AT judongyeol enhancedperformanceofneuromorphiccomputinghardwareinanitoznohfoxwbilayerstructuredmemorydevice AT choseongjae enhancedperformanceofneuromorphiccomputinghardwareinanitoznohfoxwbilayerstructuredmemorydevice AT kimsungjun enhancedperformanceofneuromorphiccomputinghardwareinanitoznohfoxwbilayerstructuredmemorydevice |