Effects of thermal annealing on analog resistive switching behavior in bilayer HfO/ZnO synaptic devices: the role of ZnO grain boundaries

The effects of thermal annealing on analog resistive switching behavior in bilayer HfO 2 /ZnO synaptic devices were investigated. The annealed active ZnO layer between the top Pd electrode and the HfO 2 layer exhibited electroforming-free resistive switching. In particular, the switching uniformity,...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Nanoscale 2024-02, Vol.16 (9), p.469-4619
Hauptverfasser: An, Yeong-Jin, Yan, Han, Yeom, Chae-min, Jeong, Jun-kyo, Eadi, Sunil Babu, Lee, Hi-Deok, Kwon, Hyuk-Min
Format: Artikel
Sprache:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page 4619
container_issue 9
container_start_page 469
container_title Nanoscale
container_volume 16
creator An, Yeong-Jin
Yan, Han
Yeom, Chae-min
Jeong, Jun-kyo
Eadi, Sunil Babu
Lee, Hi-Deok
Kwon, Hyuk-Min
description The effects of thermal annealing on analog resistive switching behavior in bilayer HfO 2 /ZnO synaptic devices were investigated. The annealed active ZnO layer between the top Pd electrode and the HfO 2 layer exhibited electroforming-free resistive switching. In particular, the switching uniformity, stability, and reliability of the synaptic devices were dramatically improved via thermal annealing at 600 °C atomic force microscopy and X-ray diffraction analyses revealed that active ZnO films demonstrated increased grain size upon annealing from 400 °C to 700 °C, whereas the ZnO film thickness and the annealing of the HfO 2 layer in bilayer HfO 2 /ZnO synaptic devices did not profoundly affect the analog switching behavior. The optimized thermal annealing at 600 °C in bilayer HfO 2 /ZnO synaptic devices dramatically improved the nonlinearity of long-term potentiation/depression properties, the relative coefficient of variation of the asymmetry distribution σ / μ , and the asymmetry ratio, which approached 1. The results offer valuable insights into the implementation of highly robust synaptic devices in neural networks. Schematic illustration of the transition mechanism during the conductive filamentary formation in bilayer HfO 2 /ZnO synaptic devices (a) without and (b) with thermal annealing.
doi_str_mv 10.1039/d3nr04917e
format Article
fullrecord <record><control><sourceid>rsc</sourceid><recordid>TN_cdi_rsc_primary_d3nr04917e</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>d3nr04917e</sourcerecordid><originalsourceid>FETCH-rsc_primary_d3nr04917e3</originalsourceid><addsrcrecordid>eNqFTzFOw0AQPCGQCJCGHmk_EHLOWY5Mi4LSpaGiiTbntb3R5S7aPYz8BH4NlhCUVDOjmdnVGHNf2MfCunrZuCi2rIs1XZjZypZ24dx6dfnLq_La3Kgera1qV7mZ-dy0LfmskFrIPckJA2CMhIFjByl-CwypAyFlzTwQ6Adn30_ugXocOAlwhAMHHElg2-6Wb3EHOkY8Z_bQ0MCe9Gm6DpICTZ-mRCc49dJ7bFCY9M5ctRiU5j94ax5eNq_P24Wo35-FTyjj_m-f-8__Ai55VfA</addsrcrecordid><sourcetype>Publisher</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype></control><display><type>article</type><title>Effects of thermal annealing on analog resistive switching behavior in bilayer HfO/ZnO synaptic devices: the role of ZnO grain boundaries</title><source>Royal Society Of Chemistry Journals</source><creator>An, Yeong-Jin ; Yan, Han ; Yeom, Chae-min ; Jeong, Jun-kyo ; Eadi, Sunil Babu ; Lee, Hi-Deok ; Kwon, Hyuk-Min</creator><creatorcontrib>An, Yeong-Jin ; Yan, Han ; Yeom, Chae-min ; Jeong, Jun-kyo ; Eadi, Sunil Babu ; Lee, Hi-Deok ; Kwon, Hyuk-Min</creatorcontrib><description>The effects of thermal annealing on analog resistive switching behavior in bilayer HfO 2 /ZnO synaptic devices were investigated. The annealed active ZnO layer between the top Pd electrode and the HfO 2 layer exhibited electroforming-free resistive switching. In particular, the switching uniformity, stability, and reliability of the synaptic devices were dramatically improved via thermal annealing at 600 °C atomic force microscopy and X-ray diffraction analyses revealed that active ZnO films demonstrated increased grain size upon annealing from 400 °C to 700 °C, whereas the ZnO film thickness and the annealing of the HfO 2 layer in bilayer HfO 2 /ZnO synaptic devices did not profoundly affect the analog switching behavior. The optimized thermal annealing at 600 °C in bilayer HfO 2 /ZnO synaptic devices dramatically improved the nonlinearity of long-term potentiation/depression properties, the relative coefficient of variation of the asymmetry distribution σ / μ , and the asymmetry ratio, which approached 1. The results offer valuable insights into the implementation of highly robust synaptic devices in neural networks. Schematic illustration of the transition mechanism during the conductive filamentary formation in bilayer HfO 2 /ZnO synaptic devices (a) without and (b) with thermal annealing.</description><identifier>ISSN: 2040-3364</identifier><identifier>EISSN: 2040-3372</identifier><identifier>DOI: 10.1039/d3nr04917e</identifier><ispartof>Nanoscale, 2024-02, Vol.16 (9), p.469-4619</ispartof><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids></links><search><creatorcontrib>An, Yeong-Jin</creatorcontrib><creatorcontrib>Yan, Han</creatorcontrib><creatorcontrib>Yeom, Chae-min</creatorcontrib><creatorcontrib>Jeong, Jun-kyo</creatorcontrib><creatorcontrib>Eadi, Sunil Babu</creatorcontrib><creatorcontrib>Lee, Hi-Deok</creatorcontrib><creatorcontrib>Kwon, Hyuk-Min</creatorcontrib><title>Effects of thermal annealing on analog resistive switching behavior in bilayer HfO/ZnO synaptic devices: the role of ZnO grain boundaries</title><title>Nanoscale</title><description>The effects of thermal annealing on analog resistive switching behavior in bilayer HfO 2 /ZnO synaptic devices were investigated. The annealed active ZnO layer between the top Pd electrode and the HfO 2 layer exhibited electroforming-free resistive switching. In particular, the switching uniformity, stability, and reliability of the synaptic devices were dramatically improved via thermal annealing at 600 °C atomic force microscopy and X-ray diffraction analyses revealed that active ZnO films demonstrated increased grain size upon annealing from 400 °C to 700 °C, whereas the ZnO film thickness and the annealing of the HfO 2 layer in bilayer HfO 2 /ZnO synaptic devices did not profoundly affect the analog switching behavior. The optimized thermal annealing at 600 °C in bilayer HfO 2 /ZnO synaptic devices dramatically improved the nonlinearity of long-term potentiation/depression properties, the relative coefficient of variation of the asymmetry distribution σ / μ , and the asymmetry ratio, which approached 1. The results offer valuable insights into the implementation of highly robust synaptic devices in neural networks. Schematic illustration of the transition mechanism during the conductive filamentary formation in bilayer HfO 2 /ZnO synaptic devices (a) without and (b) with thermal annealing.</description><issn>2040-3364</issn><issn>2040-3372</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid/><recordid>eNqFTzFOw0AQPCGQCJCGHmk_EHLOWY5Mi4LSpaGiiTbntb3R5S7aPYz8BH4NlhCUVDOjmdnVGHNf2MfCunrZuCi2rIs1XZjZypZ24dx6dfnLq_La3Kgera1qV7mZ-dy0LfmskFrIPckJA2CMhIFjByl-CwypAyFlzTwQ6Adn30_ugXocOAlwhAMHHElg2-6Wb3EHOkY8Z_bQ0MCe9Gm6DpICTZ-mRCc49dJ7bFCY9M5ctRiU5j94ax5eNq_P24Wo35-FTyjj_m-f-8__Ai55VfA</recordid><startdate>20240229</startdate><enddate>20240229</enddate><creator>An, Yeong-Jin</creator><creator>Yan, Han</creator><creator>Yeom, Chae-min</creator><creator>Jeong, Jun-kyo</creator><creator>Eadi, Sunil Babu</creator><creator>Lee, Hi-Deok</creator><creator>Kwon, Hyuk-Min</creator><scope/></search><sort><creationdate>20240229</creationdate><title>Effects of thermal annealing on analog resistive switching behavior in bilayer HfO/ZnO synaptic devices: the role of ZnO grain boundaries</title><author>An, Yeong-Jin ; Yan, Han ; Yeom, Chae-min ; Jeong, Jun-kyo ; Eadi, Sunil Babu ; Lee, Hi-Deok ; Kwon, Hyuk-Min</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-rsc_primary_d3nr04917e3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><creationdate>2024</creationdate><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>An, Yeong-Jin</creatorcontrib><creatorcontrib>Yan, Han</creatorcontrib><creatorcontrib>Yeom, Chae-min</creatorcontrib><creatorcontrib>Jeong, Jun-kyo</creatorcontrib><creatorcontrib>Eadi, Sunil Babu</creatorcontrib><creatorcontrib>Lee, Hi-Deok</creatorcontrib><creatorcontrib>Kwon, Hyuk-Min</creatorcontrib><jtitle>Nanoscale</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>An, Yeong-Jin</au><au>Yan, Han</au><au>Yeom, Chae-min</au><au>Jeong, Jun-kyo</au><au>Eadi, Sunil Babu</au><au>Lee, Hi-Deok</au><au>Kwon, Hyuk-Min</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Effects of thermal annealing on analog resistive switching behavior in bilayer HfO/ZnO synaptic devices: the role of ZnO grain boundaries</atitle><jtitle>Nanoscale</jtitle><date>2024-02-29</date><risdate>2024</risdate><volume>16</volume><issue>9</issue><spage>469</spage><epage>4619</epage><pages>469-4619</pages><issn>2040-3364</issn><eissn>2040-3372</eissn><abstract>The effects of thermal annealing on analog resistive switching behavior in bilayer HfO 2 /ZnO synaptic devices were investigated. The annealed active ZnO layer between the top Pd electrode and the HfO 2 layer exhibited electroforming-free resistive switching. In particular, the switching uniformity, stability, and reliability of the synaptic devices were dramatically improved via thermal annealing at 600 °C atomic force microscopy and X-ray diffraction analyses revealed that active ZnO films demonstrated increased grain size upon annealing from 400 °C to 700 °C, whereas the ZnO film thickness and the annealing of the HfO 2 layer in bilayer HfO 2 /ZnO synaptic devices did not profoundly affect the analog switching behavior. The optimized thermal annealing at 600 °C in bilayer HfO 2 /ZnO synaptic devices dramatically improved the nonlinearity of long-term potentiation/depression properties, the relative coefficient of variation of the asymmetry distribution σ / μ , and the asymmetry ratio, which approached 1. The results offer valuable insights into the implementation of highly robust synaptic devices in neural networks. Schematic illustration of the transition mechanism during the conductive filamentary formation in bilayer HfO 2 /ZnO synaptic devices (a) without and (b) with thermal annealing.</abstract><doi>10.1039/d3nr04917e</doi><tpages>11</tpages></addata></record>
fulltext fulltext
identifier ISSN: 2040-3364
ispartof Nanoscale, 2024-02, Vol.16 (9), p.469-4619
issn 2040-3364
2040-3372
language
recordid cdi_rsc_primary_d3nr04917e
source Royal Society Of Chemistry Journals
title Effects of thermal annealing on analog resistive switching behavior in bilayer HfO/ZnO synaptic devices: the role of ZnO grain boundaries
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2024-12-26T20%3A38%3A42IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-rsc&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Effects%20of%20thermal%20annealing%20on%20analog%20resistive%20switching%20behavior%20in%20bilayer%20HfO/ZnO%20synaptic%20devices:%20the%20role%20of%20ZnO%20grain%20boundaries&rft.jtitle=Nanoscale&rft.au=An,%20Yeong-Jin&rft.date=2024-02-29&rft.volume=16&rft.issue=9&rft.spage=469&rft.epage=4619&rft.pages=469-4619&rft.issn=2040-3364&rft.eissn=2040-3372&rft_id=info:doi/10.1039/d3nr04917e&rft_dat=%3Crsc%3Ed3nr04917e%3C/rsc%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_id=info:pmid/&rfr_iscdi=true