The applications of memristor devices in next-generation cortical processor designs

Hai Li; Beiye Liu; Xiaoxiao Liu; Mengjie Mao; Yiran Chen; Qing Wu; Qinru Qiu

doi:10.1109/ISCAS.2015.7168559

The applications of memristor devices in next-generation cortical processor designs

Hai Li, Beiye Liu, Xiaoxiao Liu, Mengjie Mao, Yiran Chen, Qing Wu, Qinru Qiu

Department of Electrical Engineering & Computer Science

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

3 Scopus citations

Abstract

Discovery of memristor opened a new era of the research on universal memory thanks to many attractive properties demonstrated by this emerging device. In this paper, we switch our research focus to neuromorphic computing, which, same as memory technology, significantly benefits from the technical advances of memristor. Particularly, we present the implementation of cortical processor augmented with neuromorphic computing accelerators (NCAs) for cognitive applications, including: 1) the design details and basic operations of the NCA based on memristor crossbars; and 2) the integration between conventional pipeline and NCAs. At the end, we also discuss the scalability of our proposed NCA designs.

Original language	English (US)
Title of host publication	2015 IEEE International Symposium on Circuits and Systems, ISCAS 2015
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	17-20
Number of pages	4
ISBN (Electronic)	9781479983919
DOIs	https://doi.org/10.1109/ISCAS.2015.7168559
State	Published - Jul 27 2015
Event	IEEE International Symposium on Circuits and Systems, ISCAS 2015 - Lisbon, Portugal Duration: May 24 2015 → May 27 2015

Publication series

Name	Proceedings - IEEE International Symposium on Circuits and Systems
Volume	2015-July
ISSN (Print)	0271-4310

Other

Other	IEEE International Symposium on Circuits and Systems, ISCAS 2015
Country/Territory	Portugal
City	Lisbon
Period	5/24/15 → 5/27/15

ASJC Scopus subject areas

Electrical and Electronic Engineering

Access to Document

10.1109/ISCAS.2015.7168559

Cite this

Li, H., Liu, B., Liu, X., Mao, M., Chen, Y., Wu, Q., & Qiu, Q. (2015). The applications of memristor devices in next-generation cortical processor designs. In 2015 IEEE International Symposium on Circuits and Systems, ISCAS 2015 (pp. 17-20). [7168559] (Proceedings - IEEE International Symposium on Circuits and Systems; Vol. 2015-July). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ISCAS.2015.7168559

The applications of memristor devices in next-generation cortical processor designs. / Li, Hai; Liu, Beiye; Liu, Xiaoxiao; Mao, Mengjie; Chen, Yiran; Wu, Qing; Qiu, Qinru.

2015 IEEE International Symposium on Circuits and Systems, ISCAS 2015. Institute of Electrical and Electronics Engineers Inc., 2015. p. 17-20 7168559 (Proceedings - IEEE International Symposium on Circuits and Systems; Vol. 2015-July).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Li, H, Liu, B, Liu, X, Mao, M, Chen, Y, Wu, Q & Qiu, Q 2015, The applications of memristor devices in next-generation cortical processor designs. in 2015 IEEE International Symposium on Circuits and Systems, ISCAS 2015., 7168559, Proceedings - IEEE International Symposium on Circuits and Systems, vol. 2015-July, Institute of Electrical and Electronics Engineers Inc., pp. 17-20, IEEE International Symposium on Circuits and Systems, ISCAS 2015, Lisbon, Portugal, 5/24/15. https://doi.org/10.1109/ISCAS.2015.7168559

Li H, Liu B, Liu X, Mao M, Chen Y, Wu Q et al. The applications of memristor devices in next-generation cortical processor designs. In 2015 IEEE International Symposium on Circuits and Systems, ISCAS 2015. Institute of Electrical and Electronics Engineers Inc. 2015. p. 17-20. 7168559. (Proceedings - IEEE International Symposium on Circuits and Systems). https://doi.org/10.1109/ISCAS.2015.7168559

Li, Hai ; Liu, Beiye ; Liu, Xiaoxiao ; Mao, Mengjie ; Chen, Yiran ; Wu, Qing ; Qiu, Qinru. / The applications of memristor devices in next-generation cortical processor designs. 2015 IEEE International Symposium on Circuits and Systems, ISCAS 2015. Institute of Electrical and Electronics Engineers Inc., 2015. pp. 17-20 (Proceedings - IEEE International Symposium on Circuits and Systems).

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abstract = "Discovery of memristor opened a new era of the research on universal memory thanks to many attractive properties demonstrated by this emerging device. In this paper, we switch our research focus to neuromorphic computing, which, same as memory technology, significantly benefits from the technical advances of memristor. Particularly, we present the implementation of cortical processor augmented with neuromorphic computing accelerators (NCAs) for cognitive applications, including: 1) the design details and basic operations of the NCA based on memristor crossbars; and 2) the integration between conventional pipeline and NCAs. At the end, we also discuss the scalability of our proposed NCA designs.",

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AB - Discovery of memristor opened a new era of the research on universal memory thanks to many attractive properties demonstrated by this emerging device. In this paper, we switch our research focus to neuromorphic computing, which, same as memory technology, significantly benefits from the technical advances of memristor. Particularly, we present the implementation of cortical processor augmented with neuromorphic computing accelerators (NCAs) for cognitive applications, including: 1) the design details and basic operations of the NCA based on memristor crossbars; and 2) the integration between conventional pipeline and NCAs. At the end, we also discuss the scalability of our proposed NCA designs.

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The applications of memristor devices in next-generation cortical processor designs

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