Nonlinear and linear conductance modulation and synaptic plasticity in stable tin-zinc oxide based-memristor for neuro-inspired computing
Inducing post-transition metals in an oxide semiconductor system has a high potential for use in storage for neuromorphic computing. It is challenging to find a material that can be switched stably between multiple resistance states. This research explores the memristive properties of Sn (post-trans...
Saved in:
Published in | Materials science in semiconductor processing Vol. 186; p. 109111 |
---|---|
Main Authors | , , , , , |
Format | Journal Article |
Language | English |
Published |
Elsevier Ltd
01.02.2025
|
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | Inducing post-transition metals in an oxide semiconductor system has a high potential for use in storage for neuromorphic computing. It is challenging to find a material that can be switched stably between multiple resistance states. This research explores the memristive properties of Sn (post-transition metal)-doped ZnO (SZO) thin films, emphasizing their application in memristor devices. The (magnetron sputtered) synthesized SZO thin films in the form of Ag/SZO/Au/Ti/SiO₂ device demonstrated a clear bipolar resistive switching (BRS) behavior with VSET and VRESET of 1.0 V and −0.75 V, respectively. The memristor could change between a high resistance state and a low resistance state with a high RON/OFF rate of 104, mimicking synaptic behaviors such as potentiation and depression. This switching is attributed to the formation and dissolution of Ag filaments within the SZO layer, influenced by the migration of Ag⁺ ions and the presence of oxygen vacancies. These vacancies facilitate the formation of conductive filaments under positive bias and their dissolution under negative bias. The endurance and retention tests showed stable switching characteristics, with the memristor maintaining distinct HRS and LRS over 100 cycles and retaining these states for over 5K seconds without significant degradation. Finally, the nonlinearity values for potentiation and depression were αp∼1.6 and αd ∼ -0.14, suggesting that the memristor may be more responsive to increasing synaptic weights in biological systems. The linearity response at a very small pulse width showed the device is more applicable for neuromorphic applications. The observed memristor combined with stable endurance and retention performance, suggests that this memristor structure could play a crucial role in the development of artificial synapses and memory technologies. |
---|---|
AbstractList | Inducing post-transition metals in an oxide semiconductor system has a high potential for use in storage for neuromorphic computing. It is challenging to find a material that can be switched stably between multiple resistance states. This research explores the memristive properties of Sn (post-transition metal)-doped ZnO (SZO) thin films, emphasizing their application in memristor devices. The (magnetron sputtered) synthesized SZO thin films in the form of Ag/SZO/Au/Ti/SiO₂ device demonstrated a clear bipolar resistive switching (BRS) behavior with VSET and VRESET of 1.0 V and −0.75 V, respectively. The memristor could change between a high resistance state and a low resistance state with a high RON/OFF rate of 104, mimicking synaptic behaviors such as potentiation and depression. This switching is attributed to the formation and dissolution of Ag filaments within the SZO layer, influenced by the migration of Ag⁺ ions and the presence of oxygen vacancies. These vacancies facilitate the formation of conductive filaments under positive bias and their dissolution under negative bias. The endurance and retention tests showed stable switching characteristics, with the memristor maintaining distinct HRS and LRS over 100 cycles and retaining these states for over 5K seconds without significant degradation. Finally, the nonlinearity values for potentiation and depression were αp∼1.6 and αd ∼ -0.14, suggesting that the memristor may be more responsive to increasing synaptic weights in biological systems. The linearity response at a very small pulse width showed the device is more applicable for neuromorphic applications. The observed memristor combined with stable endurance and retention performance, suggests that this memristor structure could play a crucial role in the development of artificial synapses and memory technologies. |
ArticleNumber | 109111 |
Author | Chakrabortty, Sabyasachi Fazal Raziq Rajwali Khan Shahid Iqbal Maram, Pardha Saradhi Sangaraju, Sambasivam |
Author_xml | – sequence: 1 surname: Rajwali Khan fullname: Rajwali Khan email: rajwali@uaeu.ac.ae organization: National Water and Energy Center, United Arab Emirates University, Al Ain, 15551, United Arab Emirates – sequence: 2 surname: Shahid Iqbal fullname: Shahid Iqbal organization: Department of Physics, University of Wisconsin, La Crosse, WI, USA – sequence: 3 surname: Fazal Raziq fullname: Fazal Raziq organization: School of Physics, University of Electronic Science and Technology of China, Chengdu, 610054, China – sequence: 4 givenname: Pardha Saradhi surname: Maram fullname: Maram, Pardha Saradhi organization: Department of Chemistry, SRM University AP, Amaravati 522 240, Andhra Pradesh, India – sequence: 5 givenname: Sabyasachi surname: Chakrabortty fullname: Chakrabortty, Sabyasachi organization: Department of Chemistry, SRM University AP, Amaravati 522 240, Andhra Pradesh, India – sequence: 6 givenname: Sambasivam surname: Sangaraju fullname: Sangaraju, Sambasivam email: s_sambasivam@uaeu.ac.ae organization: National Water and Energy Center, United Arab Emirates University, Al Ain, 15551, United Arab Emirates |
BookMark | eNp9kMtOAyEUhlnUxLb6Aq54ganAXDqTuDGNt6TRja4JczhjaGZgAtRY38C3ll5WLro4-U8IH-T_ZmRinUVCbjhbcMar281iCGFcCCaKdNBwzidkyvOqyWrG-CWZhbBhjJWCV1Py--psbywqT5XV9LSCs3oLUVlAOji97VU0zh5uhJ1VYzRAx16FlCbuqLE0RNX2SKOx2Y-xQN230UhbFVBnAw7ehOg87dJY3HqXGRtG41Gnr4Zxm7DPK3LRqT7g9Snn5OPx4X31nK3fnl5W9-sMcsZiVpd6WWoQlajrXAvRqWXFS8g1lAoAWYs677qmKGsooOgKYMiXDbZKMcQuF_mc1Md3wbsQPHYydTj0i16ZXnIm9xrlRu41yr1GedSYUPEPHb0ZlN-dh-6OEKZSXwa9DGAwmdWpP0SpnTmH_wG9N5Wz |
CitedBy_id | crossref_primary_10_1021_acsaelm_4c02323 crossref_primary_10_1021_acsaelm_4c02241 |
Cites_doi | 10.1016/j.sse.2011.05.023 10.1039/D4RA01250J 10.1002/aelm.201900287 10.1002/pssr.201004364 10.1063/1.4770073 10.1016/j.tsf.2011.04.013 10.1021/acsami.8b09068 10.1021/nl900006g 10.1002/adfm.202209907 10.1063/1.2834852 10.1016/j.mee.2013.11.007 10.1016/j.optmat.2010.08.029 10.1007/s11356-020-11763-3 10.1063/1.4742737 10.1038/s41586-019-1157-8 10.1088/0256-307X/29/8/087201 10.1063/1.3428365 10.1038/s41467-023-40989-1 10.1016/j.apsusc.2022.154860 10.1186/s11671-018-2743-7 10.1109/ACCESS.2021.3098061 10.1021/am500048y 10.1038/s41467-022-32790-3 10.1063/1.5037191 10.1039/D1TC03420K 10.1515/ntrev-2018-0045 10.3938/jkps.59.304 10.1039/D4NR01155D 10.1016/j.apsusc.2017.03.132 10.1021/nn204809a 10.3390/nano13192685 10.1002/adma.201201595 10.1007/s11664-019-07173-y 10.1038/srep26763 10.1021/acsami.8b04685 10.1007/s10854-024-12790-3 10.1007/s10854-024-13318-5 10.1038/35016072 10.1038/ncomms3382 10.1109/TCAD.2018.2789723 10.1016/j.ssi.2016.09.001 10.1016/j.apsusc.2024.159328 10.1186/s11671-019-3015-x 10.1016/j.jcis.2023.12.084 10.1039/C4CC10209F 10.1038/s42256-022-00480-w 10.1038/s41586-021-03453-y 10.1038/s41467-023-41868-5 10.1039/C6NR00476H 10.1039/C5RA15993H 10.1186/1556-276X-8-154 10.1038/s41467-021-27575-z 10.1021/acsami.7b00139 10.1002/smll.202004619 10.1039/D2NR05257A 10.1038/srep36195 10.1007/s10854-024-12415-9 10.1016/j.ceramint.2017.05.090 10.1002/adma.202004659 10.1016/j.tsf.2013.09.033 |
ContentType | Journal Article |
Copyright | 2024 Elsevier Ltd |
Copyright_xml | – notice: 2024 Elsevier Ltd |
DBID | AAYXX CITATION |
DOI | 10.1016/j.mssp.2024.109111 |
DatabaseName | CrossRef |
DatabaseTitle | CrossRef |
DatabaseTitleList | |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Engineering |
ExternalDocumentID | 10_1016_j_mssp_2024_109111 S1369800124010072 |
GroupedDBID | --K --M -~X .DC .~1 0R~ 1B1 1~. 1~5 29M 4.4 457 4G. 5GY 5VS 7-5 71M 8P~ AABXZ AACTN AAEDT AAEDW AAEPC AAIKJ AAKOC AALRI AAOAW AAQFI AAQXK AAXKI AAXUO ABFRF ABJNI ABMAC ABXDB ABXRA ACBEA ACDAQ ACGFO ACGFS ACNNM ACRLP ACRPL ADBBV ADEZE ADMUD ADTZH AEBSH AECPX AEFWE AEKER AENEX AEZYN AFFNX AFJKZ AFKWA AFRZQ AFTJW AGHFR AGUBO AGYEJ AHJVU AIEXJ AIKHN AITUG AJOXV AKRWK ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ ASPBG AVWKF AXJTR AZFZN BJAXD BKOJK BLXMC CS3 DU5 EBS EFJIC EJD EO8 EO9 EP2 EP3 FDB FEDTE FGOYB FIRID FNPLU FYGXN G-Q GBLVA HVGLF HZ~ IHE J1W JJJVA KOM M41 MAGPM MO0 N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. Q38 R2- RIG ROL RPZ SDF SDG SDP SES SEW SPC SPCBC SSM SST SSZ T5K UNMZH XPP ZMT ~G- AATTM AAYWO AAYXX ABWVN ACVFH ADCNI ADNMO AEIPS AEUPX AFPUW AFXIZ AGCQF AGQPQ AGRNS AIGII AIIUN AKBMS AKYEP ANKPU APXCP BNPGV CITATION SSH |
ID | FETCH-LOGICAL-c300t-85d75dc262883d22fa7615c3dc5acce0bed3ff9458c4c4f4c0e179ebaa0eef323 |
IEDL.DBID | .~1 |
ISSN | 1369-8001 |
IngestDate | Tue Jul 01 01:22:39 EDT 2025 Thu Apr 24 23:13:18 EDT 2025 Wed Dec 04 16:47:06 EST 2024 |
IsPeerReviewed | true |
IsScholarly | true |
Keywords | Oxygen vacancies Endurance Bipolar resistive switching Data retention Artificial synapses Memristors |
Language | English |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c300t-85d75dc262883d22fa7615c3dc5acce0bed3ff9458c4c4f4c0e179ebaa0eef323 |
ParticipantIDs | crossref_citationtrail_10_1016_j_mssp_2024_109111 crossref_primary_10_1016_j_mssp_2024_109111 elsevier_sciencedirect_doi_10_1016_j_mssp_2024_109111 |
ProviderPackageCode | CITATION AAYXX |
PublicationCentury | 2000 |
PublicationDate | February 2025 2025-02-00 |
PublicationDateYYYYMMDD | 2025-02-01 |
PublicationDate_xml | – month: 02 year: 2025 text: February 2025 |
PublicationDecade | 2020 |
PublicationTitle | Materials science in semiconductor processing |
PublicationYear | 2025 |
Publisher | Elsevier Ltd |
Publisher_xml | – sequence: 0 name: Elsevier Ltd |
References | Kadhim (bib46) 2018; 113 Kaspar (bib5) 2021; 594 Gul, Efeoglu (bib51) 2017; 43 Wu (bib20) 2019; 14 Hu (bib62) 2014; 6 Kim (bib63) 2012; 101 Chang (bib49) 2008; 92 Wang (bib13) 2023; 14 Hahnloser (bib3) 2000; 405 Peng (bib56) 2010; 96 Rahman (bib36) 2024; 35 Ielmini, Ambrogio (bib25) 2019 Venkatesh (bib37) 2021; 28 Khan (bib19) 2023; 15 Mei, Chen (bib6) 2023; 14 Boratto (bib14) 2017; 410 Lee (bib2) 2022; 13 Wang (bib48) 2016; 8 Hsieh, Chuang, Chang (bib54) 2015; 5 Chen, Panda, Tseng (bib70) 2023; 13 Shi (bib33) 2010; 4 Pradhan (bib44) 2016; 6 Chu, Younis, Li (bib58) 2012; 2012 Panda, Hui, Tseng (bib69) 2024; 16 Boufelgha (bib38) 2023 Kim (bib60) 2011; 59 Shi (bib50) 2012; 29 Cheng, Chen, Wu (bib65) 2011; 519 Ginez, Portal, Muller (bib8) 2009 Weng (bib55) 2023; 13 Rehman (bib35) 2024; 35 Simanjuntak (bib47) 2018; 13 Zhang (bib10) 2021; 12 Fan, Liu, Hsu (bib61) 2013; 549 Shi, Yang, Guo (bib45) 2016; 296 Wu (bib16) 2024; 1 Qi (bib22) 2012; 6 Hayat (bib34) 2024; 35 Park (bib12) 2013; 4 Chen (bib59) 2012; 24 Datta, Kishore, Vishwakarma (bib11) 2023 Yang (bib30) 2009; 9 Isyaku (bib40) 2021; 9 Fan (bib57) 2012; 101 Younis, Chu, Li (bib32) 2013; 8 Lanza (bib17) 2022; 8 Mandal (bib26) 2022; 606 Liu (bib15) 2018; 10 Srikimkaew (bib41) 2019; 48 Indiveri, Linn, Ambrogio (bib7) 2016 Zhang (bib9) 2018; 10 Rao (bib4) 2022; 4 Yan (bib18) 2018; 28 Jiang, Stewart (bib27) 2017; 9 Choi, Yang, Wang (bib1) 2020; 32 Wang (bib23) 2022; 32 Rehman (bib31) 2024; 14 Feldmann (bib24) 2019; 569 Rehman (bib43) 2016; 6 Park (bib53) 2015; 51 Zhu (bib66) 2017; 7 Yang, Huang, Guo (bib72) 2019; 5 Xu (bib29) 2014; 116 Khan (bib42) 2021; 9 Wang (bib52) 2024; 652 Ghafoor (bib68) 2024; 659 Liu (bib21) 2020; 16 Jung, Kim, Ju (bib39) 2011; 33 Xie, Liu, Qi (bib28) 2019 Tang (bib64) 2011; 63 Chen, Peng, Yu (bib67) 2018; 37 Liu, Wei, Chen (bib71) 2018; 7 Chu (10.1016/j.mssp.2024.109111_bib58) 2012; 2012 Boufelgha (10.1016/j.mssp.2024.109111_bib38) 2023 Panda (10.1016/j.mssp.2024.109111_bib69) 2024; 16 Shi (10.1016/j.mssp.2024.109111_bib50) 2012; 29 Liu (10.1016/j.mssp.2024.109111_bib21) 2020; 16 Khan (10.1016/j.mssp.2024.109111_bib42) 2021; 9 Ginez (10.1016/j.mssp.2024.109111_bib8) 2009 Liu (10.1016/j.mssp.2024.109111_bib71) 2018; 7 Wang (10.1016/j.mssp.2024.109111_bib23) 2022; 32 Zhang (10.1016/j.mssp.2024.109111_bib10) 2021; 12 Xu (10.1016/j.mssp.2024.109111_bib29) 2014; 116 Shi (10.1016/j.mssp.2024.109111_bib45) 2016; 296 Kim (10.1016/j.mssp.2024.109111_bib63) 2012; 101 Lee (10.1016/j.mssp.2024.109111_bib2) 2022; 13 Ielmini (10.1016/j.mssp.2024.109111_bib25) 2019 Yang (10.1016/j.mssp.2024.109111_bib30) 2009; 9 Yang (10.1016/j.mssp.2024.109111_bib72) 2019; 5 Wu (10.1016/j.mssp.2024.109111_bib20) 2019; 14 Hu (10.1016/j.mssp.2024.109111_bib62) 2014; 6 Wang (10.1016/j.mssp.2024.109111_bib52) 2024; 652 Hahnloser (10.1016/j.mssp.2024.109111_bib3) 2000; 405 Park (10.1016/j.mssp.2024.109111_bib53) 2015; 51 Shi (10.1016/j.mssp.2024.109111_bib33) 2010; 4 Chen (10.1016/j.mssp.2024.109111_bib59) 2012; 24 Ghafoor (10.1016/j.mssp.2024.109111_bib68) 2024; 659 Kaspar (10.1016/j.mssp.2024.109111_bib5) 2021; 594 Park (10.1016/j.mssp.2024.109111_bib12) 2013; 4 Zhu (10.1016/j.mssp.2024.109111_bib66) 2017; 7 Pradhan (10.1016/j.mssp.2024.109111_bib44) 2016; 6 Simanjuntak (10.1016/j.mssp.2024.109111_bib47) 2018; 13 Wu (10.1016/j.mssp.2024.109111_bib16) 2024; 1 Younis (10.1016/j.mssp.2024.109111_bib32) 2013; 8 Hayat (10.1016/j.mssp.2024.109111_bib34) 2024; 35 Srikimkaew (10.1016/j.mssp.2024.109111_bib41) 2019; 48 Jung (10.1016/j.mssp.2024.109111_bib39) 2011; 33 Gul (10.1016/j.mssp.2024.109111_bib51) 2017; 43 Wang (10.1016/j.mssp.2024.109111_bib48) 2016; 8 Khan (10.1016/j.mssp.2024.109111_bib19) 2023; 15 Xie (10.1016/j.mssp.2024.109111_bib28) 2019 Mei (10.1016/j.mssp.2024.109111_bib6) 2023; 14 Boratto (10.1016/j.mssp.2024.109111_bib14) 2017; 410 Indiveri (10.1016/j.mssp.2024.109111_bib7) 2016 Venkatesh (10.1016/j.mssp.2024.109111_bib37) 2021; 28 Mandal (10.1016/j.mssp.2024.109111_bib26) 2022; 606 Fan (10.1016/j.mssp.2024.109111_bib57) 2012; 101 Qi (10.1016/j.mssp.2024.109111_bib22) 2012; 6 Rehman (10.1016/j.mssp.2024.109111_bib31) 2024; 14 Kadhim (10.1016/j.mssp.2024.109111_bib46) 2018; 113 Rehman (10.1016/j.mssp.2024.109111_bib43) 2016; 6 Chen (10.1016/j.mssp.2024.109111_bib70) 2023; 13 Hsieh (10.1016/j.mssp.2024.109111_bib54) 2015; 5 Chang (10.1016/j.mssp.2024.109111_bib49) 2008; 92 Peng (10.1016/j.mssp.2024.109111_bib56) 2010; 96 Weng (10.1016/j.mssp.2024.109111_bib55) 2023; 13 Lanza (10.1016/j.mssp.2024.109111_bib17) 2022; 8 Jiang (10.1016/j.mssp.2024.109111_bib27) 2017; 9 Yan (10.1016/j.mssp.2024.109111_bib18) 2018; 28 Rehman (10.1016/j.mssp.2024.109111_bib35) 2024; 35 Rahman (10.1016/j.mssp.2024.109111_bib36) 2024; 35 Wang (10.1016/j.mssp.2024.109111_bib13) 2023; 14 Zhang (10.1016/j.mssp.2024.109111_bib9) 2018; 10 Fan (10.1016/j.mssp.2024.109111_bib61) 2013; 549 Chen (10.1016/j.mssp.2024.109111_bib67) 2018; 37 Tang (10.1016/j.mssp.2024.109111_bib64) 2011; 63 Liu (10.1016/j.mssp.2024.109111_bib15) 2018; 10 Rao (10.1016/j.mssp.2024.109111_bib4) 2022; 4 Kim (10.1016/j.mssp.2024.109111_bib60) 2011; 59 Cheng (10.1016/j.mssp.2024.109111_bib65) 2011; 519 Feldmann (10.1016/j.mssp.2024.109111_bib24) 2019; 569 Choi (10.1016/j.mssp.2024.109111_bib1) 2020; 32 Isyaku (10.1016/j.mssp.2024.109111_bib40) 2021; 9 Datta (10.1016/j.mssp.2024.109111_bib11) 2023 |
References_xml | – volume: 32 year: 2022 ident: bib23 article-title: Flexible ZnO nanosheet‐based artificial synapses prepared by low‐temperature process for high recognition accuracy neuromorphic computing publication-title: Adv. Funct. Mater. – volume: 569 start-page: 208 year: 2019 end-page: 214 ident: bib24 article-title: All-optical spiking neurosynaptic networks with self-learning capabilities publication-title: Nature – volume: 594 start-page: 345 year: 2021 end-page: 355 ident: bib5 article-title: The rise of intelligent matter publication-title: Nature – volume: 652 year: 2024 ident: bib52 article-title: Effect of Ni-doped on switching mechanisms and characteristics of ZnO-based memristor: experimental and first-principles investigations publication-title: Appl. Surf. Sci. – year: 2023 ident: bib11 article-title: Indium–Gallium–Zinc Oxide (IGZO)-based ReRAM: Material Overview, Latest Development and Technology Perspective – volume: 14 start-page: 11797 year: 2024 end-page: 11810 ident: bib31 article-title: Cobalt-doped zinc oxide based memristors with nociceptor characteristics for bio-inspired technology publication-title: RSC Adv. – volume: 28 start-page: 16792 year: 2021 end-page: 16803 ident: bib37 article-title: Sunlight-driven enhanced photocatalytic activity of bandgap narrowing Sn-doped ZnO nanoparticles publication-title: Environ. Sci. Pollut. Control Ser. – volume: 10 start-page: 20237 year: 2018 end-page: 20243 ident: bib15 article-title: Programmable synaptic metaplasticity and below femtojoule spiking energy realized in graphene-based neuromorphic memristor publication-title: ACS Appl. Mater. Interfaces – volume: 8 start-page: 1 year: 2013 end-page: 6 ident: bib32 article-title: Bi-stable resistive switching characteristics in Ti-doped ZnO thin films publication-title: Nanoscale Res. Lett. – volume: 33 start-page: 280 year: 2011 end-page: 283 ident: bib39 article-title: Enhancement of green emission from Sn-doped ZnO nanowires publication-title: Opt. Mater. – volume: 410 start-page: 278 year: 2017 end-page: 281 ident: bib14 article-title: Memristive behavior of the SnO2/TiO2 interface deposited by sol–gel publication-title: Appl. Surf. Sci. – volume: 14 start-page: 1 year: 2019 end-page: 7 ident: bib20 article-title: A multi-level memristor based on Al-doped HfO 2 thin film publication-title: Nanoscale Res. Lett. – volume: 606 year: 2022 ident: bib26 article-title: Emulation of bio-synaptic behaviours in copper-doped zinc oxide memristors: a nanoscale scanning probe microscopic study publication-title: Appl. Surf. Sci. – volume: 4 start-page: 2382 year: 2013 ident: bib12 article-title: In situ observation of filamentary conducting channels in an asymmetric Ta2O5− x/TaO2− x bilayer structure publication-title: Nat. Commun. – volume: 13 start-page: 1454 year: 2023 ident: bib70 publication-title: All oxide based flexible multi-folded invisible synapse as vision photo-receptor. Sci. Rep. – volume: 16 year: 2020 ident: bib21 article-title: A robust and low‐power bismuth doped tin oxide memristor derived from coaxial conductive filaments publication-title: Small – volume: 28 year: 2018 ident: bib18 article-title: Memristor with Ag‐cluster‐doped TiO2 films as artificial synapse for neuroinspired computing publication-title: Adv. Funct. Mater. – start-page: 715 year: 2016 end-page: 736 ident: bib7 article-title: ReRAM‐based neuromorphic computing publication-title: Resistive Switching: from Fundamentals of Nanoionic Redox Processes to Memristive Device Applications – volume: 35 start-page: 1557 year: 2024 ident: bib35 article-title: Dual-doped ZnO-based magnetic semiconductor resistive switching response for memristor-based technologies publication-title: J. Mater. Sci. Mater. Electron. – volume: 14 start-page: 5204 year: 2023 ident: bib6 article-title: In-memory mechanical computing publication-title: Nat. Commun. – volume: 14 start-page: 6079 year: 2023 ident: bib13 article-title: CMOS backend-of-line compatible memory array and logic circuitries enabled by high performance atomic layer deposited ZnO thin-film transistor publication-title: Nat. Commun. – volume: 5 year: 2019 ident: bib72 article-title: Memristive synapses and neurons for bioinspired computing publication-title: Advanced Electronic Materials – volume: 8 year: 2022 ident: bib17 article-title: Temperature of conductive nanofilaments in hexagonal boron nitride based memristors showing threshold resistive switching publication-title: Advanced Electronic Materials – volume: 59 start-page: 304 year: 2011 end-page: 307 ident: bib60 article-title: Effect of doping concentration on resistive switching behaviors of Cu-doped ZnO films publication-title: J. Kor. Phys. Soc. – volume: 24 start-page: 3515 year: 2012 ident: bib59 article-title: Resistive switching and magnetic modulation in cobalt‐doped ZnO publication-title: Adv. Mater. – year: 2009 ident: bib8 article-title: Design and test challenges in resistive switching RAM (ReRAM): an electrical model for defect injections publication-title: 2009 14th IEEE European Test Symposium – volume: 4 start-page: 344 year: 2010 end-page: 346 ident: bib33 article-title: Flexible resistance memory devices based on Cu/ZnO: Mg/ITO structure publication-title: Phys. Status Solidi Rapid Res. Lett. – volume: 1 year: 2024 ident: bib16 article-title: Transition metal dichalcogenides-based memristors for neuromorphic electronics publication-title: Journal of Neuromorphic Intelligence – volume: 51 start-page: 9173 year: 2015 end-page: 9176 ident: bib53 article-title: Highly reliable switching via phase transition using hydrogen peroxide in homogeneous and multi-layered GaZnO x-based resistive random access memory devices publication-title: Chem. Commun. – volume: 6 year: 2016 ident: bib43 article-title: Resistive switching in all-printed, flexible and hybrid MoS2-PVA nanocomposite based memristive device fabricated by reverse offset publication-title: Sci. Rep. – volume: 296 start-page: 114 year: 2016 end-page: 119 ident: bib45 article-title: Coexistence of analog and digital resistive switching in BiFeO3-based memristive devices publication-title: Solid State Ionics – volume: 16 start-page: 16148 year: 2024 end-page: 16158 ident: bib69 article-title: Harnessing a WO x-based flexible transparent memristor synapse with a hafnium oxide layer for neuromorphic computing publication-title: Nanoscale – volume: 13 start-page: 5223 year: 2022 ident: bib2 article-title: In-sensor image memorization and encoding via optical neurons for bio-stimulus domain reduction toward visual cognitive processing publication-title: Nat. Commun. – volume: 9 start-page: 15755 year: 2021 end-page: 15788 ident: bib42 article-title: Oxide-based resistive switching-based devices: fabrication, influence parameters and applications publication-title: J. Mater. Chem. C – volume: 13 year: 2023 ident: bib55 article-title: Influences of Cu doping on the microstructure, optical and resistance switching properties of zinc OxideThin films publication-title: Nanomaterials – volume: 35 start-page: 644 year: 2024 ident: bib36 article-title: Doping induced enhancement of resistive switching responses in ZnO for neuromorphic computing publication-title: J. Mater. Sci. Mater. Electron. – volume: 6 start-page: 1051 year: 2012 end-page: 1058 ident: bib22 article-title: Resistive switching in single epitaxial ZnO nanoislands publication-title: ACS Nano – volume: 32 year: 2020 ident: bib1 article-title: Emerging memristive artificial synapses and neurons for energy‐efficient neuromorphic computing publication-title: Adv. Mater. – volume: 519 start-page: 6155 year: 2011 end-page: 6159 ident: bib65 article-title: Resistive switching behavior of (Zn1− xMgx) O films prepared by sol–gel processes publication-title: Thin Solid Films – volume: 549 start-page: 54 year: 2013 end-page: 58 ident: bib61 article-title: Investigation on amorphous InGaZnO based resistive switching memory with low-power, high-speed, high reliability publication-title: Thin Solid Films – volume: 113 year: 2018 ident: bib46 article-title: A resistive switching memory device with a negative differential resistance at room temperature publication-title: Appl. Phys. Lett. – volume: 101 year: 2012 ident: bib57 article-title: Bipolar resistive switching characteristics of Al-doped zinc tin oxide for nonvolatile memory applications publication-title: Appl. Phys. Lett. – volume: 63 start-page: 100 year: 2011 end-page: 104 ident: bib64 article-title: Resistive switching behavior of La-doped ZnO films for nonvolatile memory applications publication-title: Solid State Electron. – volume: 37 start-page: 3067 year: 2018 end-page: 3080 ident: bib67 article-title: NeuroSim: a circuit-level macro model for benchmarking neuro-inspired architectures in online learning publication-title: IEEE Trans. Comput. Aided Des. Integrated Circ. Syst. – volume: 6 start-page: 1 year: 2016 end-page: 9 ident: bib44 article-title: Resistive switching behavior of reduced graphene oxide memory cells for low power nonvolatile device application publication-title: Sci. Rep. – volume: 15 start-page: 1900 year: 2023 end-page: 1913 ident: bib19 article-title: Threshold switching in nickel-doped zinc oxide based memristor for artificial sensory applications publication-title: Nanoscale – year: 2023 ident: bib38 article-title: Effect of Sn doping on the photocatalytic properties of ZnO publication-title: Physical Sciences Forum – volume: 48 start-page: 4057 year: 2019 end-page: 4063 ident: bib41 article-title: Size-independent unipolar and bipolar resistive switching behaviors in ZnO nanowires publication-title: J. Electron. Mater. – volume: 9 start-page: 16296 year: 2017 end-page: 16304 ident: bib27 article-title: Using dopants to tune oxygen vacancy formation in transition metal oxide resistive memory publication-title: ACS Appl. Mater. Interfaces – volume: 29 year: 2012 ident: bib50 article-title: Unipolar resistive switching effects based on Al/ZnO/P++-Si diodes for nonvolatile memory applications publication-title: Chin. Phys. Lett. – volume: 5 start-page: 88166 year: 2015 end-page: 88170 ident: bib54 article-title: Two-bit-per-cell resistive switching memory device with a Ti/MgZnO/Pt structure publication-title: RSC Adv. – volume: 12 start-page: 7232 year: 2021 ident: bib10 article-title: Evolution of the conductive filament system in HfO2-based memristors observed by direct atomic-scale imaging publication-title: Nat. Commun. – start-page: 603 year: 2019 end-page: 631 ident: bib25 article-title: Neuromorphic computing with resistive switching memory devices publication-title: Advances in Non-volatile Memory and Storage Technology – volume: 7 year: 2017 ident: bib66 article-title: Enhanced stability of filament-type resistive switching by interface engineering publication-title: Sci. Rep. – volume: 101 year: 2012 ident: bib63 article-title: Effects of the oxygen vacancy concentration in InGaZnO-based resistance random access memory publication-title: Appl. Phys. Lett. – volume: 9 start-page: 105012 year: 2021 end-page: 105047 ident: bib40 article-title: ZnO based resistive random access memory device: a prospective multifunctional next-generation memory publication-title: IEEE Access – volume: 6 start-page: 5012 year: 2014 end-page: 5017 ident: bib62 article-title: Highly uniform resistive switching properties of amorphous InGaZnO thin films prepared by a low temperature photochemical solution deposition method publication-title: ACS Appl. Mater. Interfaces – volume: 10 start-page: 29766 year: 2018 end-page: 29778 ident: bib9 article-title: Understanding the coexistence of two bipolar resistive switching modes with opposite polarity in Pt/TiO2/Ti/Pt nanosized ReRAM devices publication-title: ACS Appl. Mater. Interfaces – year: 2019 ident: bib28 article-title: A ZnO-based resistive device for RRAM application publication-title: 2019 IEEE International Conference on Electron Devices and Solid-State Circuits (EDSSC) – volume: 8 start-page: 14015 year: 2016 end-page: 14022 ident: bib48 article-title: Engineering incremental resistive switching in TaO x based memristors for brain-inspired computing publication-title: Nanoscale – volume: 2012 year: 2012 ident: bib58 article-title: Enhancement of resistance switching in electrodeposited Co‐ZnO films publication-title: Int. Sch. Res. Notices – volume: 35 start-page: 1052 year: 2024 ident: bib34 article-title: Resistive switching properties in ferromagnetic co-doped ZnO thin films-based memristors for neuromorphic computing publication-title: J. Mater. Sci. Mater. Electron. – volume: 9 start-page: 1636 year: 2009 end-page: 1643 ident: bib30 article-title: Fully room-temperature-fabricated nonvolatile resistive memory for ultrafast and high-density memory application publication-title: Nano Lett. – volume: 92 year: 2008 ident: bib49 article-title: Unipolar resistive switching characteristics of ZnO thin films for nonvolatile memory applications publication-title: Appl. Phys. Lett. – volume: 43 start-page: 10770 year: 2017 end-page: 10775 ident: bib51 article-title: ZnO and ZnO1− x based thin film memristors: the effects of oxygen deficiency and thickness in resistive switching behavior publication-title: Ceram. Int. – volume: 7 start-page: 443 year: 2018 end-page: 468 ident: bib71 article-title: Optimization of non-linear conductance modulation based on metal oxide memristors publication-title: Nanotechnol. Rev. – volume: 96 year: 2010 ident: bib56 article-title: Electrode dependence of resistive switching in Mn-doped ZnO: filamentary versus interfacial mechanisms publication-title: Appl. Phys. Lett. – volume: 405 start-page: 947 year: 2000 end-page: 951 ident: bib3 article-title: Digital selection and analogue amplification coexist in a cortex-inspired silicon circuit publication-title: Nature – volume: 13 start-page: 1 year: 2018 end-page: 8 ident: bib47 article-title: Switching failure mechanism in zinc peroxide-based programmable metallization cell publication-title: Nanoscale Res. Lett. – volume: 116 start-page: 22 year: 2014 end-page: 25 ident: bib29 article-title: Bipolar resistive switching behaviors in Cr-doped ZnO films publication-title: Microelectron. Eng. – volume: 659 start-page: 1 year: 2024 end-page: 10 ident: bib68 article-title: Interface engineering in ZnO/CdO hybrid nanocomposites to enhanced resistive switching memory for neuromorphic computing publication-title: J. Colloid Interface Sci. – volume: 4 start-page: 467 year: 2022 end-page: 479 ident: bib4 article-title: A long short-term memory for AI applications in spike-based neuromorphic hardware publication-title: Nat. Mach. Intell. – volume: 63 start-page: 100 issue: 1 year: 2011 ident: 10.1016/j.mssp.2024.109111_bib64 article-title: Resistive switching behavior of La-doped ZnO films for nonvolatile memory applications publication-title: Solid State Electron. doi: 10.1016/j.sse.2011.05.023 – volume: 14 start-page: 11797 issue: 17 year: 2024 ident: 10.1016/j.mssp.2024.109111_bib31 article-title: Cobalt-doped zinc oxide based memristors with nociceptor characteristics for bio-inspired technology publication-title: RSC Adv. doi: 10.1039/D4RA01250J – volume: 5 issue: 9 year: 2019 ident: 10.1016/j.mssp.2024.109111_bib72 article-title: Memristive synapses and neurons for bioinspired computing publication-title: Advanced Electronic Materials doi: 10.1002/aelm.201900287 – volume: 4 start-page: 344 issue: 12 year: 2010 ident: 10.1016/j.mssp.2024.109111_bib33 article-title: Flexible resistance memory devices based on Cu/ZnO: Mg/ITO structure publication-title: Phys. Status Solidi Rapid Res. Lett. doi: 10.1002/pssr.201004364 – volume: 101 issue: 24 year: 2012 ident: 10.1016/j.mssp.2024.109111_bib63 article-title: Effects of the oxygen vacancy concentration in InGaZnO-based resistance random access memory publication-title: Appl. Phys. Lett. doi: 10.1063/1.4770073 – volume: 519 start-page: 6155 issue: 18 year: 2011 ident: 10.1016/j.mssp.2024.109111_bib65 article-title: Resistive switching behavior of (Zn1− xMgx) O films prepared by sol–gel processes publication-title: Thin Solid Films doi: 10.1016/j.tsf.2011.04.013 – volume: 10 start-page: 29766 issue: 35 year: 2018 ident: 10.1016/j.mssp.2024.109111_bib9 article-title: Understanding the coexistence of two bipolar resistive switching modes with opposite polarity in Pt/TiO2/Ti/Pt nanosized ReRAM devices publication-title: ACS Appl. Mater. Interfaces doi: 10.1021/acsami.8b09068 – volume: 9 start-page: 1636 issue: 4 year: 2009 ident: 10.1016/j.mssp.2024.109111_bib30 article-title: Fully room-temperature-fabricated nonvolatile resistive memory for ultrafast and high-density memory application publication-title: Nano Lett. doi: 10.1021/nl900006g – volume: 32 issue: 52 year: 2022 ident: 10.1016/j.mssp.2024.109111_bib23 article-title: Flexible ZnO nanosheet‐based artificial synapses prepared by low‐temperature process for high recognition accuracy neuromorphic computing publication-title: Adv. Funct. Mater. doi: 10.1002/adfm.202209907 – volume: 92 issue: 2 year: 2008 ident: 10.1016/j.mssp.2024.109111_bib49 article-title: Unipolar resistive switching characteristics of ZnO thin films for nonvolatile memory applications publication-title: Appl. Phys. Lett. doi: 10.1063/1.2834852 – volume: 116 start-page: 22 year: 2014 ident: 10.1016/j.mssp.2024.109111_bib29 article-title: Bipolar resistive switching behaviors in Cr-doped ZnO films publication-title: Microelectron. Eng. doi: 10.1016/j.mee.2013.11.007 – volume: 33 start-page: 280 issue: 3 year: 2011 ident: 10.1016/j.mssp.2024.109111_bib39 article-title: Enhancement of green emission from Sn-doped ZnO nanowires publication-title: Opt. Mater. doi: 10.1016/j.optmat.2010.08.029 – volume: 28 start-page: 16792 year: 2021 ident: 10.1016/j.mssp.2024.109111_bib37 article-title: Sunlight-driven enhanced photocatalytic activity of bandgap narrowing Sn-doped ZnO nanoparticles publication-title: Environ. Sci. Pollut. Control Ser. doi: 10.1007/s11356-020-11763-3 – volume: 101 issue: 5 year: 2012 ident: 10.1016/j.mssp.2024.109111_bib57 article-title: Bipolar resistive switching characteristics of Al-doped zinc tin oxide for nonvolatile memory applications publication-title: Appl. Phys. Lett. doi: 10.1063/1.4742737 – volume: 569 start-page: 208 issue: 7755 year: 2019 ident: 10.1016/j.mssp.2024.109111_bib24 article-title: All-optical spiking neurosynaptic networks with self-learning capabilities publication-title: Nature doi: 10.1038/s41586-019-1157-8 – volume: 29 issue: 8 year: 2012 ident: 10.1016/j.mssp.2024.109111_bib50 article-title: Unipolar resistive switching effects based on Al/ZnO/P++-Si diodes for nonvolatile memory applications publication-title: Chin. Phys. Lett. doi: 10.1088/0256-307X/29/8/087201 – year: 2009 ident: 10.1016/j.mssp.2024.109111_bib8 article-title: Design and test challenges in resistive switching RAM (ReRAM): an electrical model for defect injections – volume: 96 issue: 19 year: 2010 ident: 10.1016/j.mssp.2024.109111_bib56 article-title: Electrode dependence of resistive switching in Mn-doped ZnO: filamentary versus interfacial mechanisms publication-title: Appl. Phys. Lett. doi: 10.1063/1.3428365 – volume: 14 start-page: 5204 issue: 1 year: 2023 ident: 10.1016/j.mssp.2024.109111_bib6 article-title: In-memory mechanical computing publication-title: Nat. Commun. doi: 10.1038/s41467-023-40989-1 – volume: 606 year: 2022 ident: 10.1016/j.mssp.2024.109111_bib26 article-title: Emulation of bio-synaptic behaviours in copper-doped zinc oxide memristors: a nanoscale scanning probe microscopic study publication-title: Appl. Surf. Sci. doi: 10.1016/j.apsusc.2022.154860 – volume: 2012 issue: 1 year: 2012 ident: 10.1016/j.mssp.2024.109111_bib58 article-title: Enhancement of resistance switching in electrodeposited Co‐ZnO films publication-title: Int. Sch. Res. Notices – volume: 13 start-page: 1 year: 2018 ident: 10.1016/j.mssp.2024.109111_bib47 article-title: Switching failure mechanism in zinc peroxide-based programmable metallization cell publication-title: Nanoscale Res. Lett. doi: 10.1186/s11671-018-2743-7 – start-page: 603 year: 2019 ident: 10.1016/j.mssp.2024.109111_bib25 article-title: Neuromorphic computing with resistive switching memory devices – volume: 9 start-page: 105012 year: 2021 ident: 10.1016/j.mssp.2024.109111_bib40 article-title: ZnO based resistive random access memory device: a prospective multifunctional next-generation memory publication-title: IEEE Access doi: 10.1109/ACCESS.2021.3098061 – volume: 6 start-page: 5012 issue: 7 year: 2014 ident: 10.1016/j.mssp.2024.109111_bib62 article-title: Highly uniform resistive switching properties of amorphous InGaZnO thin films prepared by a low temperature photochemical solution deposition method publication-title: ACS Appl. Mater. Interfaces doi: 10.1021/am500048y – volume: 13 start-page: 5223 issue: 1 year: 2022 ident: 10.1016/j.mssp.2024.109111_bib2 article-title: In-sensor image memorization and encoding via optical neurons for bio-stimulus domain reduction toward visual cognitive processing publication-title: Nat. Commun. doi: 10.1038/s41467-022-32790-3 – volume: 113 issue: 5 year: 2018 ident: 10.1016/j.mssp.2024.109111_bib46 article-title: A resistive switching memory device with a negative differential resistance at room temperature publication-title: Appl. Phys. Lett. doi: 10.1063/1.5037191 – volume: 9 start-page: 15755 issue: 44 year: 2021 ident: 10.1016/j.mssp.2024.109111_bib42 article-title: Oxide-based resistive switching-based devices: fabrication, influence parameters and applications publication-title: J. Mater. Chem. C doi: 10.1039/D1TC03420K – volume: 7 start-page: 443 issue: 5 year: 2018 ident: 10.1016/j.mssp.2024.109111_bib71 article-title: Optimization of non-linear conductance modulation based on metal oxide memristors publication-title: Nanotechnol. Rev. doi: 10.1515/ntrev-2018-0045 – year: 2019 ident: 10.1016/j.mssp.2024.109111_bib28 article-title: A ZnO-based resistive device for RRAM application – volume: 59 start-page: 304 issue: 2 year: 2011 ident: 10.1016/j.mssp.2024.109111_bib60 article-title: Effect of doping concentration on resistive switching behaviors of Cu-doped ZnO films publication-title: J. Kor. Phys. Soc. doi: 10.3938/jkps.59.304 – volume: 16 start-page: 16148 issue: 34 year: 2024 ident: 10.1016/j.mssp.2024.109111_bib69 article-title: Harnessing a WO x-based flexible transparent memristor synapse with a hafnium oxide layer for neuromorphic computing publication-title: Nanoscale doi: 10.1039/D4NR01155D – volume: 7 issue: 1 year: 2017 ident: 10.1016/j.mssp.2024.109111_bib66 article-title: Enhanced stability of filament-type resistive switching by interface engineering publication-title: Sci. Rep. – volume: 410 start-page: 278 year: 2017 ident: 10.1016/j.mssp.2024.109111_bib14 article-title: Memristive behavior of the SnO2/TiO2 interface deposited by sol–gel publication-title: Appl. Surf. Sci. doi: 10.1016/j.apsusc.2017.03.132 – volume: 6 start-page: 1051 issue: 2 year: 2012 ident: 10.1016/j.mssp.2024.109111_bib22 article-title: Resistive switching in single epitaxial ZnO nanoislands publication-title: ACS Nano doi: 10.1021/nn204809a – volume: 13 year: 2023 ident: 10.1016/j.mssp.2024.109111_bib55 article-title: Influences of Cu doping on the microstructure, optical and resistance switching properties of zinc OxideThin films publication-title: Nanomaterials doi: 10.3390/nano13192685 – volume: 24 start-page: 3515 issue: 26 year: 2012 ident: 10.1016/j.mssp.2024.109111_bib59 article-title: Resistive switching and magnetic modulation in cobalt‐doped ZnO publication-title: Adv. Mater. doi: 10.1002/adma.201201595 – volume: 48 start-page: 4057 year: 2019 ident: 10.1016/j.mssp.2024.109111_bib41 article-title: Size-independent unipolar and bipolar resistive switching behaviors in ZnO nanowires publication-title: J. Electron. Mater. doi: 10.1007/s11664-019-07173-y – volume: 1 issue: 1 year: 2024 ident: 10.1016/j.mssp.2024.109111_bib16 article-title: Transition metal dichalcogenides-based memristors for neuromorphic electronics publication-title: Journal of Neuromorphic Intelligence – volume: 6 start-page: 1 issue: 1 year: 2016 ident: 10.1016/j.mssp.2024.109111_bib44 article-title: Resistive switching behavior of reduced graphene oxide memory cells for low power nonvolatile device application publication-title: Sci. Rep. doi: 10.1038/srep26763 – volume: 10 start-page: 20237 issue: 24 year: 2018 ident: 10.1016/j.mssp.2024.109111_bib15 article-title: Programmable synaptic metaplasticity and below femtojoule spiking energy realized in graphene-based neuromorphic memristor publication-title: ACS Appl. Mater. Interfaces doi: 10.1021/acsami.8b04685 – volume: 35 start-page: 1052 issue: 16 year: 2024 ident: 10.1016/j.mssp.2024.109111_bib34 article-title: Resistive switching properties in ferromagnetic co-doped ZnO thin films-based memristors for neuromorphic computing publication-title: J. Mater. Sci. Mater. Electron. doi: 10.1007/s10854-024-12790-3 – volume: 35 start-page: 1557 issue: 23 year: 2024 ident: 10.1016/j.mssp.2024.109111_bib35 article-title: Dual-doped ZnO-based magnetic semiconductor resistive switching response for memristor-based technologies publication-title: J. Mater. Sci. Mater. Electron. doi: 10.1007/s10854-024-13318-5 – volume: 405 start-page: 947 issue: 6789 year: 2000 ident: 10.1016/j.mssp.2024.109111_bib3 article-title: Digital selection and analogue amplification coexist in a cortex-inspired silicon circuit publication-title: Nature doi: 10.1038/35016072 – volume: 4 start-page: 2382 issue: 1 year: 2013 ident: 10.1016/j.mssp.2024.109111_bib12 article-title: In situ observation of filamentary conducting channels in an asymmetric Ta2O5− x/TaO2− x bilayer structure publication-title: Nat. Commun. doi: 10.1038/ncomms3382 – volume: 37 start-page: 3067 issue: 12 year: 2018 ident: 10.1016/j.mssp.2024.109111_bib67 article-title: NeuroSim: a circuit-level macro model for benchmarking neuro-inspired architectures in online learning publication-title: IEEE Trans. Comput. Aided Des. Integrated Circ. Syst. doi: 10.1109/TCAD.2018.2789723 – volume: 28 issue: 1 year: 2018 ident: 10.1016/j.mssp.2024.109111_bib18 article-title: Memristor with Ag‐cluster‐doped TiO2 films as artificial synapse for neuroinspired computing publication-title: Adv. Funct. Mater. – volume: 296 start-page: 114 year: 2016 ident: 10.1016/j.mssp.2024.109111_bib45 article-title: Coexistence of analog and digital resistive switching in BiFeO3-based memristive devices publication-title: Solid State Ionics doi: 10.1016/j.ssi.2016.09.001 – volume: 652 year: 2024 ident: 10.1016/j.mssp.2024.109111_bib52 article-title: Effect of Ni-doped on switching mechanisms and characteristics of ZnO-based memristor: experimental and first-principles investigations publication-title: Appl. Surf. Sci. doi: 10.1016/j.apsusc.2024.159328 – volume: 14 start-page: 1 year: 2019 ident: 10.1016/j.mssp.2024.109111_bib20 article-title: A multi-level memristor based on Al-doped HfO 2 thin film publication-title: Nanoscale Res. Lett. doi: 10.1186/s11671-019-3015-x – volume: 659 start-page: 1 year: 2024 ident: 10.1016/j.mssp.2024.109111_bib68 article-title: Interface engineering in ZnO/CdO hybrid nanocomposites to enhanced resistive switching memory for neuromorphic computing publication-title: J. Colloid Interface Sci. doi: 10.1016/j.jcis.2023.12.084 – year: 2023 ident: 10.1016/j.mssp.2024.109111_bib11 – volume: 51 start-page: 9173 issue: 44 year: 2015 ident: 10.1016/j.mssp.2024.109111_bib53 article-title: Highly reliable switching via phase transition using hydrogen peroxide in homogeneous and multi-layered GaZnO x-based resistive random access memory devices publication-title: Chem. Commun. doi: 10.1039/C4CC10209F – volume: 4 start-page: 467 issue: 5 year: 2022 ident: 10.1016/j.mssp.2024.109111_bib4 article-title: A long short-term memory for AI applications in spike-based neuromorphic hardware publication-title: Nat. Mach. Intell. doi: 10.1038/s42256-022-00480-w – volume: 594 start-page: 345 issue: 7863 year: 2021 ident: 10.1016/j.mssp.2024.109111_bib5 article-title: The rise of intelligent matter publication-title: Nature doi: 10.1038/s41586-021-03453-y – volume: 14 start-page: 6079 issue: 1 year: 2023 ident: 10.1016/j.mssp.2024.109111_bib13 article-title: CMOS backend-of-line compatible memory array and logic circuitries enabled by high performance atomic layer deposited ZnO thin-film transistor publication-title: Nat. Commun. doi: 10.1038/s41467-023-41868-5 – volume: 8 start-page: 14015 issue: 29 year: 2016 ident: 10.1016/j.mssp.2024.109111_bib48 article-title: Engineering incremental resistive switching in TaO x based memristors for brain-inspired computing publication-title: Nanoscale doi: 10.1039/C6NR00476H – volume: 5 start-page: 88166 issue: 107 year: 2015 ident: 10.1016/j.mssp.2024.109111_bib54 article-title: Two-bit-per-cell resistive switching memory device with a Ti/MgZnO/Pt structure publication-title: RSC Adv. doi: 10.1039/C5RA15993H – volume: 8 start-page: 1 year: 2013 ident: 10.1016/j.mssp.2024.109111_bib32 article-title: Bi-stable resistive switching characteristics in Ti-doped ZnO thin films publication-title: Nanoscale Res. Lett. doi: 10.1186/1556-276X-8-154 – volume: 12 start-page: 7232 issue: 1 year: 2021 ident: 10.1016/j.mssp.2024.109111_bib10 article-title: Evolution of the conductive filament system in HfO2-based memristors observed by direct atomic-scale imaging publication-title: Nat. Commun. doi: 10.1038/s41467-021-27575-z – volume: 8 issue: 8 year: 2022 ident: 10.1016/j.mssp.2024.109111_bib17 article-title: Temperature of conductive nanofilaments in hexagonal boron nitride based memristors showing threshold resistive switching publication-title: Advanced Electronic Materials – volume: 9 start-page: 16296 issue: 19 year: 2017 ident: 10.1016/j.mssp.2024.109111_bib27 article-title: Using dopants to tune oxygen vacancy formation in transition metal oxide resistive memory publication-title: ACS Appl. Mater. Interfaces doi: 10.1021/acsami.7b00139 – volume: 16 issue: 46 year: 2020 ident: 10.1016/j.mssp.2024.109111_bib21 article-title: A robust and low‐power bismuth doped tin oxide memristor derived from coaxial conductive filaments publication-title: Small doi: 10.1002/smll.202004619 – volume: 13 start-page: 1454 year: 2023 ident: 10.1016/j.mssp.2024.109111_bib70 publication-title: All oxide based flexible multi-folded invisible synapse as vision photo-receptor. Sci. Rep. – volume: 15 start-page: 1900 issue: 4 year: 2023 ident: 10.1016/j.mssp.2024.109111_bib19 article-title: Threshold switching in nickel-doped zinc oxide based memristor for artificial sensory applications publication-title: Nanoscale doi: 10.1039/D2NR05257A – year: 2023 ident: 10.1016/j.mssp.2024.109111_bib38 article-title: Effect of Sn doping on the photocatalytic properties of ZnO – volume: 6 issue: 1 year: 2016 ident: 10.1016/j.mssp.2024.109111_bib43 article-title: Resistive switching in all-printed, flexible and hybrid MoS2-PVA nanocomposite based memristive device fabricated by reverse offset publication-title: Sci. Rep. doi: 10.1038/srep36195 – volume: 35 start-page: 644 issue: 9 year: 2024 ident: 10.1016/j.mssp.2024.109111_bib36 article-title: Doping induced enhancement of resistive switching responses in ZnO for neuromorphic computing publication-title: J. Mater. Sci. Mater. Electron. doi: 10.1007/s10854-024-12415-9 – volume: 43 start-page: 10770 issue: 14 year: 2017 ident: 10.1016/j.mssp.2024.109111_bib51 article-title: ZnO and ZnO1− x based thin film memristors: the effects of oxygen deficiency and thickness in resistive switching behavior publication-title: Ceram. Int. doi: 10.1016/j.ceramint.2017.05.090 – volume: 32 issue: 51 year: 2020 ident: 10.1016/j.mssp.2024.109111_bib1 article-title: Emerging memristive artificial synapses and neurons for energy‐efficient neuromorphic computing publication-title: Adv. Mater. doi: 10.1002/adma.202004659 – volume: 549 start-page: 54 year: 2013 ident: 10.1016/j.mssp.2024.109111_bib61 article-title: Investigation on amorphous InGaZnO based resistive switching memory with low-power, high-speed, high reliability publication-title: Thin Solid Films doi: 10.1016/j.tsf.2013.09.033 – start-page: 715 year: 2016 ident: 10.1016/j.mssp.2024.109111_bib7 article-title: ReRAM‐based neuromorphic computing |
SSID | ssj0005216 |
Score | 2.4361372 |
Snippet | Inducing post-transition metals in an oxide semiconductor system has a high potential for use in storage for neuromorphic computing. It is challenging to find... |
SourceID | crossref elsevier |
SourceType | Enrichment Source Index Database Publisher |
StartPage | 109111 |
SubjectTerms | Artificial synapses Bipolar resistive switching Data retention Endurance Memristors Oxygen vacancies |
Title | Nonlinear and linear conductance modulation and synaptic plasticity in stable tin-zinc oxide based-memristor for neuro-inspired computing |
URI | https://dx.doi.org/10.1016/j.mssp.2024.109111 |
Volume | 186 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LS8NAEF5EL3oQn1gfZQ_eZG0em6Y9iliqxR58YG9hX4FIuy1tBOvBu__amc1WKkgPnhLCbAg7s_MgM99HyLmSgUxVKuCIR03GuZJMaqh5mqnUmM-CXeG8832_2X3md4NksEauF7Mw2FbpfX_l05239k8afjcbk6JoPIZxs93CcA0lAgJg4wQ7T9HKLz-X2zwc_SkKM5T2gzNVj9doNkPMyogjqlIYhn8Hp6WA09kh2z5TpFfVx-ySNWP3yNYSfuA--epXQBdiSoXV1N9ChYsgrqhOOhprz8_lJGZzK8BHKDqBpBn7qcs5LSyFDFEODS0Lyz4Kq-j4vdCGYoDTbGRGDn5gSiG9pQ7-khUW_88bTZXjhIBvOSDPnZun6y7z3ApMxUFQslai00SryLENg3JykUJuo2KtEqGUCaTRcZ63edJSXPGcq8DA0TVSiMCYPI7iQ7Jux9YcERpqkwvkYQ8kxPsUKiCRBjnkCWE7hzfzGgkXm5opDzyO_BfDbNFh9pqhIjJURFYpokYuftZMKtiNldLJQlfZL-PJIC6sWHf8z3UnZDNCGmDXvH1K1svpmzmD3KSUdWd8dbJxddvr9vHae3jpfQPIJ-h0 |
linkProvider | Elsevier |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1LT9tAEF5FcKA9IMpDhZayBzihbfxYx8mBA6JFCQm5ABI3sy9LRvEmSly16aH3_h7-IDPrDQoS4oDEzbK81nhnPA_p2-8j5FDJQKYqFfCLRy3GuZJMaph5WqnU2M9CXOF558thq3vDL26T2wZ5WJyFQVilz_11TnfZ2t9p-t1sToqieRXGrU4byzWMCEiA7ZGVfTP_DXPb7KT3A5x8FEXnP6_PusxLCzAVB0HF2olOE60iJ7YLtuUCxvlExVolQikTSKPjPO_wpK244jlXgYHINVKIwJg8RrYDyPurHNIFyiZ8_7eMK3F6q2gdQ_P8SZ0aVFbOZkiSGXGkcQrD8OVquFThzjfIum9N6Wn99Z9Iw9hN8nGJsHCL_B_WzBpiSoXV1F_CSI2ssRg_tBxrLwjmnpjNrYCkpOgEunQEcFdzWlgKLakcGVoVlv0trKLjP4U2FCuqZqUpHd_BlEI_TR3fJissAgKMpsqJUIAt2-TmXXZ8h6zYsTWfCQ21yQUKvwcSGowURi6RBjk0JmEnhzfzXRIuNjVTnukcBTdG2QLSdp-hIzJ0RFY7YpccP62Z1Dwfrz6dLHyVPYvWDArRK-v23rjugKx1ry8H2aA37H8hHyLUIHbI8a9kpZr-MvvQGFXymwtESu7eO_IfAWwfJHI |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Nonlinear+and+linear+conductance+modulation+and+synaptic+plasticity+in+stable+tin-zinc+oxide+based-memristor+for+neuro-inspired+computing&rft.jtitle=Materials+science+in+semiconductor+processing&rft.au=Rajwali+Khan&rft.au=Shahid+Iqbal&rft.au=Fazal+Raziq&rft.au=Maram%2C+Pardha+Saradhi&rft.date=2025-02-01&rft.issn=1369-8001&rft.volume=186&rft.spage=109111&rft_id=info:doi/10.1016%2Fj.mssp.2024.109111&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_mssp_2024_109111 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1369-8001&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1369-8001&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1369-8001&client=summon |