Mimicking spike-timing-dependent plasticity with emulated memristors

"Memristors have found application in neuromorphic circuits and it has been shown that, under certain conditions, they may mimic the behavior of neuronal synapses. Experimenting with memristor-based synapses has several problems. Indeed, memristor samples are difficult to obtain and tweaking th...

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Autores principales: Cisternas Ferri, Agustín, Rapoport, Alan, Fierens, Pablo Ignacio, Patterson, Germán
Formato: Ponencias en Congresos acceptedVersion
Lenguaje:Inglés
Publicado: 2020
Materias:
NEUROPROCESARORES
ARDUINO
MEMRISTORS
CIRCUITOS NEUROMORFICOS
Acceso en línea:http://ri.itba.edu.ar/handle/123456789/1899
Aporte de:
Repositorio Institucional Instituto Tecnológico de Buenos Aires (ITBA) de Instituto Tecnológico de Buenos Aires (ITBA)
id I32-R138-123456789-1899
record_format dspace
spelling I32-R138-123456789-18992022-12-07T14:13:52Z Mimicking spike-timing-dependent plasticity with emulated memristors Cisternas Ferri, Agustín Rapoport, Alan Fierens, Pablo Ignacio Patterson, Germán NEUROPROCESARORES ARDUINO MEMRISTORS CIRCUITOS NEUROMORFICOS "Memristors have found application in neuromorphic circuits and it has been shown that, under certain conditions, they may mimic the behavior of neuronal synapses. Experimenting with memristor-based synapses has several problems. Indeed, memristor samples are difficult to obtain and tweaking their parameters to adapt their behavior requires a long fabrication and testing process. For this reason, simulation and emulation become attractive alternatives for the study of memristive systems. We postulate that emulation has the advantage of working with real-world circuits and not stylized simulation models. In this paper, we propose a basic memristor emulation architecture and show that it can be used to mimic certain characteristics of synapses." 2020-03-11T15:47:50Z 2020-03-11T15:47:50Z 2019-05-07 Ponencias en Congresos info:eu-repo/semantics/acceptedVersion 978-1728-11-403-3 http://ri.itba.edu.ar/handle/123456789/1899 en info:eu-repo/semantics/altIdentifier/doi/10.1109/CAE.2019.8709281 application/pdf
institution Instituto Tecnológico de Buenos Aires (ITBA)
institution_str I-32
repository_str R-138
collection Repositorio Institucional Instituto Tecnológico de Buenos Aires (ITBA)
language Inglés
topic NEUROPROCESARORES
ARDUINO
MEMRISTORS
CIRCUITOS NEUROMORFICOS
spellingShingle NEUROPROCESARORES
ARDUINO
MEMRISTORS
CIRCUITOS NEUROMORFICOS
Cisternas Ferri, Agustín
Rapoport, Alan
Fierens, Pablo Ignacio
Patterson, Germán
Mimicking spike-timing-dependent plasticity with emulated memristors
topic_facet NEUROPROCESARORES
ARDUINO
MEMRISTORS
CIRCUITOS NEUROMORFICOS
description "Memristors have found application in neuromorphic circuits and it has been shown that, under certain conditions, they may mimic the behavior of neuronal synapses. Experimenting with memristor-based synapses has several problems. Indeed, memristor samples are difficult to obtain and tweaking their parameters to adapt their behavior requires a long fabrication and testing process. For this reason, simulation and emulation become attractive alternatives for the study of memristive systems. We postulate that emulation has the advantage of working with real-world circuits and not stylized simulation models. In this paper, we propose a basic memristor emulation architecture and show that it can be used to mimic certain characteristics of synapses."
format Ponencias en Congresos
acceptedVersion
author Cisternas Ferri, Agustín
Rapoport, Alan
Fierens, Pablo Ignacio
Patterson, Germán
author_facet Cisternas Ferri, Agustín
Rapoport, Alan
Fierens, Pablo Ignacio
Patterson, Germán
author_sort Cisternas Ferri, Agustín
title Mimicking spike-timing-dependent plasticity with emulated memristors
title_short Mimicking spike-timing-dependent plasticity with emulated memristors
title_full Mimicking spike-timing-dependent plasticity with emulated memristors
title_fullStr Mimicking spike-timing-dependent plasticity with emulated memristors
title_full_unstemmed Mimicking spike-timing-dependent plasticity with emulated memristors
title_sort mimicking spike-timing-dependent plasticity with emulated memristors
publishDate 2020
url http://ri.itba.edu.ar/handle/123456789/1899
work_keys_str_mv AT cisternasferriagustin mimickingspiketimingdependentplasticitywithemulatedmemristors
AT rapoportalan mimickingspiketimingdependentplasticitywithemulatedmemristors
AT fierenspabloignacio mimickingspiketimingdependentplasticitywithemulatedmemristors
AT pattersongerman mimickingspiketimingdependentplasticitywithemulatedmemristors
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