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Experimental study of artificial neural networks using a digital memristor simulator

Autor
Ntinas, V.; Vourkas, I.; Abusleme, A.; Sirakoulis, G.; Rubio, A.
Tipus d'activitat
Article en revista
Revista
IEEE Transactions on Neural Networks and Learning Systems
Data de publicació
2018-02-01
Pàgina inicial
1
Pàgina final
13
DOI
https://doi.org/10.1109/TNNLS.2018.2791458 Obrir en finestra nova
Projecte finançador
Aproximación multinivel al diseño orientado a la fiabilidad de circuitos integrados analógicos y digitales
Dispositivos, circuitos y arquitecturas fiables y de bajo consumo para IoT.
Repositori
http://hdl.handle.net/2117/114660 Obrir en finestra nova
URL
http://ieeexplore.ieee.org/document/8278839/ Obrir en finestra nova
Resum
This paper presents a fully digital implementation of a memristor hardware simulator, as the core of an emulator, based on a behavioral model of voltage-controlled threshold-type bipolar memristors. Compared to other analog solutions, the proposed digital design is compact, easily reconfigurable, demonstrates very good matching with the mathematical model on which it is based, and complies with all the required features for memristor emulators. We validated its functionality using Altera Quartus...
Citació
Ntinas, V., Vourkas, I., Abusleme, A., Sirakoulis, G., Rubio, A. Experimental study of artificial neural networks using a digital memristor simulator. "IEEE Transactions on Neural Networks and Learning Systems", 1 Febrer 2018, p. 1-13.
Paraules clau
Associative memory, Computing, Emulator, Memristor, Neural network, Neuromorphic, Resistive switching
Grup de recerca
HIPICS - Grup de Circuits i Sistemes Integrats d'Altes Prestacions

Participants

  • Ntinas, Vasileios  (autor)
  • Vourkas, Ioannis  (autor)
  • Abusleme, Angel  (autor)
  • Sirakoulis, Georgios  (autor)
  • Rubio Sola, Jose Antonio  (autor)