dc.creator | Ahmadi-Farsani, Javad | es |
dc.creator | Ricci, Saverio | es |
dc.creator | Hashemkhani, Shahin | es |
dc.creator | Ielmini, Daniele | es |
dc.creator | Linares Barranco, Bernabé | es |
dc.creator | Serrano Gotarredona, María Teresa | es |
dc.date.accessioned | 2024-02-15T11:22:00Z | |
dc.date.available | 2024-02-15T11:22:00Z | |
dc.date.issued | 2022 | |
dc.identifier.citation | Ahmadi-Farsani, J., Ricci, S., Hashemkhani, S., Ielmini, D., Linares Barranco, B. y Serrano Gotarredona, M.T. (2022). A CMOS-memristor hybrid system for implementing stochastic binary spike timing-dependent plasticity. Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 380 (2228), Article number 20210018. https://doi.org/10.1098/rsta.2021.0018. | |
dc.identifier.issn | 1364-503X | es |
dc.identifier.uri | https://hdl.handle.net/11441/155265 | |
dc.description.abstract | This paper describes a fully experimental hybrid system in which a 4 × 4 memristive crossbar spiking neural network (SNN) was assembled using custom high-resistance state memristors with analogue CMOS neurons fabricated in 180nm CMOS technology. The custom memristors used NMOS selector transistors, made available on a second 180nm CMOS chip. One drawback is that memristors operate with currents in the micro-Amperes range, while analogue CMOS neurons may need to operate with currents in the pico-Amperes range. One possible solution was to use a compact circuit to scale the memristor-domain currents down to the analogue CMOS neuron domain currents by at least 5 6 orders of magnitude. Here, we proposed using an on-chip compact current splitter circuit based on MOS ladders to aggressively attenuate the currents by over 5 orders of magnitude. This circuit was added before each neuron. This paper describes the proper experimental operation of an SNN circuit using a 4 × 4 1T1R synaptic crossbar together with four post-synaptic CMOS circuits, each with a 5-decade current attenuator and an integrateand-fire neuron. It also demonstrates one-shot winnertakes-all training and stochastic binary spike-Timingdependent-plasticity learning using this small system. This article is part of the theme issue 'Advanced neurotechnologies: Translating innovation for health and well-being. | es |
dc.description.sponsorship | Ministerio de Economía y Competitividad (MINECO). España PID2019-105556GB-C31 | es |
dc.description.sponsorship | Ministerio de Economía y Competitividad (MINECO). España TEC2015-63884-C2-1-P | es |
dc.description.sponsorship | Horizonte 2020 (Unión Europea) 824164 | es |
dc.description.sponsorship | Horizonte 2020 (Unión Europea) 871371 | es |
dc.format | application/pdf | es |
dc.format.extent | 22 p. | es |
dc.language.iso | eng | es |
dc.publisher | Royal Society Publishing | es |
dc.relation.ispartof | Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 380 (2228), Article number 20210018. | |
dc.rights | Attribution-NonCommercial-NoDerivatives 4.0 Internacional | * |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/4.0/ | * |
dc.subject | Analogue current scaling | es |
dc.subject | CMOS analogue neurons | es |
dc.subject | Non-volatile memristors | es |
dc.subject | Spike timing-dependent plasticity | es |
dc.subject | Spiking neural networks | es |
dc.subject | Stochastic-binary STDP | es |
dc.title | A CMOS-memristor hybrid system for implementing stochastic binary spike timing-dependent plasticity | es |
dc.type | info:eu-repo/semantics/article | es |
dc.type.version | info:eu-repo/semantics/publishedVersion | es |
dc.rights.accessRights | info:eu-repo/semantics/openAccess | es |
dc.contributor.affiliation | Universidad de Sevilla. Departamento de Arquitectura y Tecnología de Computadores | es |
dc.relation.projectID | TEC2015-63884-C2-1-P | es |
dc.relation.projectID | PID2019-105556GB-C31 | es |
dc.relation.projectID | 871371 | es |
dc.relation.projectID | 824164 | es |
dc.relation.publisherversion | https://royalsocietypublishing.org/doi/10.1098/rsta.2021.0018 | es |
dc.identifier.doi | 10.1098/rsta.2021.0018 | es |
dc.journaltitle | Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences | es |
dc.publication.volumen | 380 | es |
dc.publication.issue | 2228 | es |
dc.publication.initialPage | Article number 20210018 | es |
dc.contributor.funder | European Commission (EC). Fondo Europeo de Desarrollo Regional (FEDER) | es |
dc.contributor.funder | Ministerio de Economía y Competitividad (MINECO). España | es |
dc.contributor.funder | Horizonte 2020 (Unión Europea) | es |