Toward Reliable Compact Modeling of Multilevel 1T-1R RRAM Devices for Neuromorphic Systems
In this work, three different RRAM compact models implemented in Verilog-A are analyzed and evaluated in order to reproduce the multilevel approach based on the switching capability of experimental devices. These models are integrated in 1T-1R cells to control their analog behavior by means of the c...
| Main Authors: | , , , , , , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2021-03-01
|
| Series: | Electronics |
| Subjects: | |
| Online Access: | https://www.mdpi.com/2079-9292/10/6/645 |
| _version_ | 1797541867877826560 |
|---|---|
| author | Emilio Pérez-Bosch Quesada Rocío Romero-Zaliz Eduardo Pérez Mamathamba Kalishettyhalli Mahadevaiah John Reuben Markus Andreas Schubert Francisco Jiménez-Molinos Juan Bautista Roldán Christian Wenger |
| author_facet | Emilio Pérez-Bosch Quesada Rocío Romero-Zaliz Eduardo Pérez Mamathamba Kalishettyhalli Mahadevaiah John Reuben Markus Andreas Schubert Francisco Jiménez-Molinos Juan Bautista Roldán Christian Wenger |
| author_sort | Emilio Pérez-Bosch Quesada |
| collection | DOAJ |
| description | In this work, three different RRAM compact models implemented in Verilog-A are analyzed and evaluated in order to reproduce the multilevel approach based on the switching capability of experimental devices. These models are integrated in 1T-1R cells to control their analog behavior by means of the compliance current imposed by the NMOS select transistor. Four different resistance levels are simulated and assessed with experimental verification to account for their multilevel capability. Further, an Artificial Neural Network study is carried out to evaluate in a real scenario the viability of the multilevel approach under study. |
| first_indexed | 2024-03-10T13:21:46Z |
| format | Article |
| id | doaj.art-ebc9c73a551042f78d7a22274d398af4 |
| institution | Directory Open Access Journal |
| issn | 2079-9292 |
| language | English |
| last_indexed | 2024-03-10T13:21:46Z |
| publishDate | 2021-03-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Electronics |
| spelling | doaj.art-ebc9c73a551042f78d7a22274d398af42023-11-21T09:59:38ZengMDPI AGElectronics2079-92922021-03-0110664510.3390/electronics10060645Toward Reliable Compact Modeling of Multilevel 1T-1R RRAM Devices for Neuromorphic SystemsEmilio Pérez-Bosch Quesada0Rocío Romero-Zaliz1Eduardo Pérez2Mamathamba Kalishettyhalli Mahadevaiah3John Reuben4Markus Andreas Schubert5Francisco Jiménez-Molinos6Juan Bautista Roldán7Christian Wenger8IHP-Leibniz-Institut für Innovative Mikroelektronik, 15230 Frankfurt, GermanyAndalusian Research Institute on Data Science and Computational Intelligence, University of Granada, 18071 Granada, SpainIHP-Leibniz-Institut für Innovative Mikroelektronik, 15230 Frankfurt, GermanyIHP-Leibniz-Institut für Innovative Mikroelektronik, 15230 Frankfurt, GermanyComputer Science 3—Computer Architecture, Friedrich-Alexander-Universität (FAU) Erlangen-Nürnberg, 91058 Erlangen, GermanyIHP-Leibniz-Institut für Innovative Mikroelektronik, 15230 Frankfurt, GermanyDepartment of Electronics and Computer Technology, University of Granada, 18071 Granada, SpainDepartment of Electronics and Computer Technology, University of Granada, 18071 Granada, SpainIHP-Leibniz-Institut für Innovative Mikroelektronik, 15230 Frankfurt, GermanyIn this work, three different RRAM compact models implemented in Verilog-A are analyzed and evaluated in order to reproduce the multilevel approach based on the switching capability of experimental devices. These models are integrated in 1T-1R cells to control their analog behavior by means of the compliance current imposed by the NMOS select transistor. Four different resistance levels are simulated and assessed with experimental verification to account for their multilevel capability. Further, an Artificial Neural Network study is carried out to evaluate in a real scenario the viability of the multilevel approach under study.https://www.mdpi.com/2079-9292/10/6/645RRAM1T-1Rmultilevelcompact modelingVerilog-Aartificial neural network |
| spellingShingle | Emilio Pérez-Bosch Quesada Rocío Romero-Zaliz Eduardo Pérez Mamathamba Kalishettyhalli Mahadevaiah John Reuben Markus Andreas Schubert Francisco Jiménez-Molinos Juan Bautista Roldán Christian Wenger Toward Reliable Compact Modeling of Multilevel 1T-1R RRAM Devices for Neuromorphic Systems Electronics RRAM 1T-1R multilevel compact modeling Verilog-A artificial neural network |
| title | Toward Reliable Compact Modeling of Multilevel 1T-1R RRAM Devices for Neuromorphic Systems |
| title_full | Toward Reliable Compact Modeling of Multilevel 1T-1R RRAM Devices for Neuromorphic Systems |
| title_fullStr | Toward Reliable Compact Modeling of Multilevel 1T-1R RRAM Devices for Neuromorphic Systems |
| title_full_unstemmed | Toward Reliable Compact Modeling of Multilevel 1T-1R RRAM Devices for Neuromorphic Systems |
| title_short | Toward Reliable Compact Modeling of Multilevel 1T-1R RRAM Devices for Neuromorphic Systems |
| title_sort | toward reliable compact modeling of multilevel 1t 1r rram devices for neuromorphic systems |
| topic | RRAM 1T-1R multilevel compact modeling Verilog-A artificial neural network |
| url | https://www.mdpi.com/2079-9292/10/6/645 |
| work_keys_str_mv | AT emilioperezboschquesada towardreliablecompactmodelingofmultilevel1t1rrramdevicesforneuromorphicsystems AT rocioromerozaliz towardreliablecompactmodelingofmultilevel1t1rrramdevicesforneuromorphicsystems AT eduardoperez towardreliablecompactmodelingofmultilevel1t1rrramdevicesforneuromorphicsystems AT mamathambakalishettyhallimahadevaiah towardreliablecompactmodelingofmultilevel1t1rrramdevicesforneuromorphicsystems AT johnreuben towardreliablecompactmodelingofmultilevel1t1rrramdevicesforneuromorphicsystems AT markusandreasschubert towardreliablecompactmodelingofmultilevel1t1rrramdevicesforneuromorphicsystems AT franciscojimenezmolinos towardreliablecompactmodelingofmultilevel1t1rrramdevicesforneuromorphicsystems AT juanbautistaroldan towardreliablecompactmodelingofmultilevel1t1rrramdevicesforneuromorphicsystems AT christianwenger towardreliablecompactmodelingofmultilevel1t1rrramdevicesforneuromorphicsystems |