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...

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Published inMaterials science in semiconductor processing Vol. 186; p. 109111
Main Authors Rajwali Khan, Shahid Iqbal, Fazal Raziq, Maram, Pardha Saradhi, Chakrabortty, Sabyasachi, Sangaraju, Sambasivam
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.02.2025
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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
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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
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Keywords Oxygen vacancies
Endurance
Bipolar resistive switching
Data retention
Artificial synapses
Memristors
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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
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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...
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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
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