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A neuromorphic ASIC design using one-selector-one-memristor crossbar

Publication ,  Conference
Yan, B; Mahmoud, AM; Yang, JJ; Wu, Q; Chen, Y; Li, HH
Published in: Proceedings - IEEE International Symposium on Circuits and Systems
July 29, 2016

The applications of memristors in neuromorphic computing have been extensively studied for its analogy to synapse. To overcome sneak path issue, nonlinear resistive selectors have been introduced to the design of memristor crossbar, enabling a high integration density and robust computing capability. However, the nonlinearity of such selectors also influences the computation accuracy of the vector-matrix multiplication performed on the memristor crossbar. In this work, we evaluate the impact of nonlinear resistive selectors on the computation robustness of a Hopfield spike-based pattern recognition system based on memristor crossbar technology. The methods that can suppress the adverse impact of the nonlinear selector on the system performance are also studied.

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Published In

Proceedings - IEEE International Symposium on Circuits and Systems

DOI

ISSN

0271-4310

ISBN

9781479953400

Publication Date

July 29, 2016

Volume

2016-July

Start / End Page

1390 / 1393
 

Citation

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MLA
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Yan, B., Mahmoud, A. M., Yang, J. J., Wu, Q., Chen, Y., & Li, H. H. (2016). A neuromorphic ASIC design using one-selector-one-memristor crossbar. In Proceedings - IEEE International Symposium on Circuits and Systems (Vol. 2016-July, pp. 1390–1393). https://doi.org/10.1109/ISCAS.2016.7527509
Yan, B., A. M. Mahmoud, J. J. Yang, Q. Wu, Y. Chen, and H. H. Li. “A neuromorphic ASIC design using one-selector-one-memristor crossbar.” In Proceedings - IEEE International Symposium on Circuits and Systems, 2016-July:1390–93, 2016. https://doi.org/10.1109/ISCAS.2016.7527509.
Yan B, Mahmoud AM, Yang JJ, Wu Q, Chen Y, Li HH. A neuromorphic ASIC design using one-selector-one-memristor crossbar. In: Proceedings - IEEE International Symposium on Circuits and Systems. 2016. p. 1390–3.
Yan, B., et al. “A neuromorphic ASIC design using one-selector-one-memristor crossbar.” Proceedings - IEEE International Symposium on Circuits and Systems, vol. 2016-July, 2016, pp. 1390–93. Scopus, doi:10.1109/ISCAS.2016.7527509.
Yan B, Mahmoud AM, Yang JJ, Wu Q, Chen Y, Li HH. A neuromorphic ASIC design using one-selector-one-memristor crossbar. Proceedings - IEEE International Symposium on Circuits and Systems. 2016. p. 1390–1393.

Published In

Proceedings - IEEE International Symposium on Circuits and Systems

DOI

ISSN

0271-4310

ISBN

9781479953400

Publication Date

July 29, 2016

Volume

2016-July

Start / End Page

1390 / 1393