Nanoscale Memristor: Great potential for memory and synapse emulator for computing applications

Detalhes bibliográficos
Autor(a) principal: Luís, Joana Cristina Marques
Data de Publicação: 2019
Tipo de documento: Dissertação
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10362/90978
Resumo: This work reports the fabrication and electrical characterization of Metal-Insulator-Metal (MIM) devices for neuromorphic applications using zinc-tin-oxide (ZTO) and indium-gallium-zinc-oxide (IGZO) as the switching layers and molybdenum (Mo) for the devices ‘contacts. A lithographic mask was used along with physical vapor deposition (PVD) processes for the production of the different samples’ layers. Using ZTO as a switching layer in order to replace other elements that are becoming scarce such as indium or gallium is of relevant importance, therefore it was first attempted a ZTO based MIM device. Upon electrical characterization the ZTO devices show an analog behavior without the need of current compliance (being therefore self-limited), good multilevel storage property, reliability and a stable state retention for long periods of time. It is suspected a 2D type of switching mechanism, based on the tunneling through a Schottky barrier at the interface, however the details of the exact mechanism aren’t yet clear. Furthermore, the device is highly prone to interact with humidity present in the atmosphere and some fabrication steps, which is a possible explanation for the anticlockwise RESET. A second batch of ZTO devices was fabricated in order to remediate the RESET process, using a passivation step, however the RESET direction wasn’t affected although the rectification properties of the devices were enhanced. Since upon pulse testing the ZTO devices behaved erratically, this switching layer was discarded and IGZO used instead. With this alternative amorphous oxide semiconductor material, the symmetry and linearity of the conductance change was evaluated and transition from STP (Short-Term Potentiation) to LTP (Long-Term Potentiation) successfully demonstrated upon pulse repetition, showing similar decay fashion to human memory, following a Kohlrausch-Williams-Watts function (commonly called “stretched-exponential function”).
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spelling Nanoscale Memristor: Great potential for memory and synapse emulator for computing applicationsmemristorneuromorphic computingmolybdenumZTOIGZOsystem on panelDomínio/Área Científica::Engenharia e Tecnologia::NanotecnologiaThis work reports the fabrication and electrical characterization of Metal-Insulator-Metal (MIM) devices for neuromorphic applications using zinc-tin-oxide (ZTO) and indium-gallium-zinc-oxide (IGZO) as the switching layers and molybdenum (Mo) for the devices ‘contacts. A lithographic mask was used along with physical vapor deposition (PVD) processes for the production of the different samples’ layers. Using ZTO as a switching layer in order to replace other elements that are becoming scarce such as indium or gallium is of relevant importance, therefore it was first attempted a ZTO based MIM device. Upon electrical characterization the ZTO devices show an analog behavior without the need of current compliance (being therefore self-limited), good multilevel storage property, reliability and a stable state retention for long periods of time. It is suspected a 2D type of switching mechanism, based on the tunneling through a Schottky barrier at the interface, however the details of the exact mechanism aren’t yet clear. Furthermore, the device is highly prone to interact with humidity present in the atmosphere and some fabrication steps, which is a possible explanation for the anticlockwise RESET. A second batch of ZTO devices was fabricated in order to remediate the RESET process, using a passivation step, however the RESET direction wasn’t affected although the rectification properties of the devices were enhanced. Since upon pulse testing the ZTO devices behaved erratically, this switching layer was discarded and IGZO used instead. With this alternative amorphous oxide semiconductor material, the symmetry and linearity of the conductance change was evaluated and transition from STP (Short-Term Potentiation) to LTP (Long-Term Potentiation) successfully demonstrated upon pulse repetition, showing similar decay fashion to human memory, following a Kohlrausch-Williams-Watts function (commonly called “stretched-exponential function”).Deuermeier, JonasKiazadeh, AsalRUNLuís, Joana Cristina Marques2020-03-31T00:31:02Z2019-12-0920192019-12-09T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10362/90978enginfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-03-11T04:40:24Zoai:run.unl.pt:10362/90978Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T03:37:13.477361Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Nanoscale Memristor: Great potential for memory and synapse emulator for computing applications
title Nanoscale Memristor: Great potential for memory and synapse emulator for computing applications
spellingShingle Nanoscale Memristor: Great potential for memory and synapse emulator for computing applications
Luís, Joana Cristina Marques
memristor
neuromorphic computing
molybdenum
ZTO
IGZO
system on panel
Domínio/Área Científica::Engenharia e Tecnologia::Nanotecnologia
title_short Nanoscale Memristor: Great potential for memory and synapse emulator for computing applications
title_full Nanoscale Memristor: Great potential for memory and synapse emulator for computing applications
title_fullStr Nanoscale Memristor: Great potential for memory and synapse emulator for computing applications
title_full_unstemmed Nanoscale Memristor: Great potential for memory and synapse emulator for computing applications
title_sort Nanoscale Memristor: Great potential for memory and synapse emulator for computing applications
author Luís, Joana Cristina Marques
author_facet Luís, Joana Cristina Marques
author_role author
dc.contributor.none.fl_str_mv Deuermeier, Jonas
Kiazadeh, Asal
RUN
dc.contributor.author.fl_str_mv Luís, Joana Cristina Marques
dc.subject.por.fl_str_mv memristor
neuromorphic computing
molybdenum
ZTO
IGZO
system on panel
Domínio/Área Científica::Engenharia e Tecnologia::Nanotecnologia
topic memristor
neuromorphic computing
molybdenum
ZTO
IGZO
system on panel
Domínio/Área Científica::Engenharia e Tecnologia::Nanotecnologia
description This work reports the fabrication and electrical characterization of Metal-Insulator-Metal (MIM) devices for neuromorphic applications using zinc-tin-oxide (ZTO) and indium-gallium-zinc-oxide (IGZO) as the switching layers and molybdenum (Mo) for the devices ‘contacts. A lithographic mask was used along with physical vapor deposition (PVD) processes for the production of the different samples’ layers. Using ZTO as a switching layer in order to replace other elements that are becoming scarce such as indium or gallium is of relevant importance, therefore it was first attempted a ZTO based MIM device. Upon electrical characterization the ZTO devices show an analog behavior without the need of current compliance (being therefore self-limited), good multilevel storage property, reliability and a stable state retention for long periods of time. It is suspected a 2D type of switching mechanism, based on the tunneling through a Schottky barrier at the interface, however the details of the exact mechanism aren’t yet clear. Furthermore, the device is highly prone to interact with humidity present in the atmosphere and some fabrication steps, which is a possible explanation for the anticlockwise RESET. A second batch of ZTO devices was fabricated in order to remediate the RESET process, using a passivation step, however the RESET direction wasn’t affected although the rectification properties of the devices were enhanced. Since upon pulse testing the ZTO devices behaved erratically, this switching layer was discarded and IGZO used instead. With this alternative amorphous oxide semiconductor material, the symmetry and linearity of the conductance change was evaluated and transition from STP (Short-Term Potentiation) to LTP (Long-Term Potentiation) successfully demonstrated upon pulse repetition, showing similar decay fashion to human memory, following a Kohlrausch-Williams-Watts function (commonly called “stretched-exponential function”).
publishDate 2019
dc.date.none.fl_str_mv 2019-12-09
2019
2019-12-09T00:00:00Z
2020-03-31T00:31:02Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10362/90978
url http://hdl.handle.net/10362/90978
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
repository.mail.fl_str_mv
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