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A digital memristor emulator for FPGA-based artificial neural networks

Author
Vourkas, I.; Abusleme, A.; Ntinas, V.; Sirakoulis, G.; Rubio, A.
Type of activity
Presentation of work at congresses
Name of edition
1st IEEE International Verification and Security Workshop
Date of publication
2016
Presentation's date
2016-07
Book of congress proceedings
2016 1st IEEE International Verification and Security Workshop (IVSW 2016): Sant Feliu de Guixols, Spain: 4-6 July 2016
First page
54
Last page
57
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
DOI
https://doi.org/10.1109/IVSW.2016.7566607 Open in new window
Repository
http://hdl.handle.net/2117/97184 Open in new window
URL
http://ieeexplore.ieee.org/document/7566607/ Open in new window
Abstract
FPGAs 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 ...
Citation
Vourkas, I., Abusleme, A., Ntinas, V., Sirakoulis, G., Rubio, A. A digital memristor emulator for FPGA-based artificial neural networks. A: IEEE International Verification and Security Workshop. "2016 1st IEEE International Verification and Security Workshop (IVSW 2016): Sant Feliu de Guixols, Spain: 4-6 July 2016". Sant Feliu de Guixols, Girona: Institute of Electrical and Electronics Engineers (IEEE), 2016, p. 54-57.
Keywords
Circuit testing, Digital circuits, Digital memristor emulator, FPGA-based artificial neural networks, Field programmable gate arrays, Memristive circuits, Memristor circuits, Neural nets, Perceptron ANN, Voltage-controlled threshold-type bipolar memristor model
Group of research
HIPICS - High Performance Integrated Circuits and Systems

Participants

  • Vourkas, Ioanis  (author and speaker )
  • Abusleme Hoffman, Angel  (author and speaker )
  • Ntinas, Vasileios  (author and speaker )
  • Sirakoulis, Georgios Ch.  (author and speaker )
  • Rubio Sola, Jose Antonio  (author and speaker )