Detail publikace

Evaluation of Memristor Models for Large Crossbar Structures

KOLKA, Z. BIOLEK, D. BIOLKOVÁ, V. BIOLEK, Z.

Originální název

Evaluation of Memristor Models for Large Crossbar Structures

Typ

článek ve sborníku ve WoS nebo Scopus

Jazyk

angličtina

Originální abstrakt

This paper is focused on comparing selected SPICE models of TiO2 memristors with respect to time- and memory requirements in the simulation of very large artificial neural networks, which are most likely the first real-world applications of memristors as analog memories. All models were implemented as HSPICE macros and simulated in a Multilayer Perceptron artificial neural network with variable configuration. The results show that after applying modifications to the models in order to prevent numerical overflows it is possible to simulate networks with tens of thousands of memristors.

Klíčová slova

Memristor, model, SPICE, neural networks

Autoři

KOLKA, Z.; BIOLEK, D.; BIOLKOVÁ, V.; BIOLEK, Z.

Vydáno

19. 4. 2016

Nakladatel

IEEE

Místo

Košice

ISBN

978-1-5090-1674-7

Kniha

Proceedings of the 26th International Conference RADIOELEKTRONIKA 2016

Strany od

91

Strany do

94

Strany počet

4

URL

http://dx.doi.org/10.1109/RADIOELEK.2016.7477423

BibTex

@inproceedings{BUT128502,
  author="Zdeněk {Kolka} and Dalibor {Biolek} and Viera {Biolková} and Zdeněk {Biolek}",
  title="Evaluation of Memristor Models for Large Crossbar Structures",
  booktitle="Proceedings of the 26th International Conference RADIOELEKTRONIKA 2016",
  year="2016",
  pages="91--94",
  publisher="IEEE",
  address="Košice",
  doi="10.1109/RADIOELEK.2016.7477423",
  isbn="978-1-5090-1674-7",
  url="http://dx.doi.org/10.1109/RADIOELEK.2016.7477423"
}