A Digital Memristor Emulator for FPGA-Based Artificial Neural Networks

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dc.contributor.authorVourkas, Ioannis
dc.contributor.authorAbusleme Hoffman, Ángel Christian
dc.contributor.authorNtinas, Vasileios
dc.contributor.authorSirakoulis, Georgios C.
dc.contributor.authorRubio, Antonio
dc.date.accessioned2022-05-11T20:05:45Z
dc.date.available2022-05-11T20:05:45Z
dc.date.issued2016
dc.description.abstractFPGAs are reconfigurable electronic platforms, well-suited to implement complex artificial neural networks (ANNs). To this end, the compact hardware (HW) implementation of artificial synapses is an important step to obtain human brain-like functionalities at circuit-level. In this context, the memristor has been proposed as the electronic analogue of biological synapses, but the price of commercially available samples still remains high, hence motivating the development of HW emulators. In this work we present the first digital memristor emulator based upon a voltage-controlled threshold-type bipolar memristor model. We validate its functionality in low-cost yet powerful FPGA families. We test its suitability for complex memristive circuits and prove its synaptic properties in a small associative memory via a perceptron ANN.
dc.fuente.origenIEEE
dc.identifier.doi10.1109/IVSW.2016.7566607
dc.identifier.isbn978-1509011414
dc.identifier.urihttps://doi.org/10.1109/IVSW.2016.7566607
dc.identifier.urihttps://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7566607
dc.identifier.urihttps://repositorio.uc.cl/handle/11534/63769
dc.information.autorucEscuela de ingeniería ; Vourkas, Ioannis ; S/I ; 1024131
dc.information.autorucEscuela de ingeniería ; Abusleme Hoffman, Angel Christian ; S/I ; 2698
dc.language.isoen
dc.nota.accesoContenido parcial
dc.publisherIEEE
dc.relation.ispartofIEEE International Verification and Security Workshop (1° : 2016 : Feliu de Guixols, España)
dc.rightsacceso restringido
dc.subjectMemristors
dc.subjectNeurons
dc.subjectField programmable gate arrays
dc.subjectThreshold voltage
dc.subjectArtificial neural networks
dc.subjectMathematical model
dc.subjectAssociative memory
dc.titleA Digital Memristor Emulator for FPGA-Based Artificial Neural Networkses_ES
dc.typecomunicación de congreso
sipa.codpersvinculados1024131
sipa.codpersvinculados2698
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