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	Proceedings - IEEE International Symposium on Circuits and Systems
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	17-20
Number of pages	4
Volume	2015-July
ISBN (Print)	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

Other

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

ASJC Scopus subject areas

Electrical and Electronic Engineering

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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.

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

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 Proceedings - IEEE International Symposium on Circuits and Systems. vol. 2015-July, 7168559, 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

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title = "The applications of memristor devices in next-generation cortical processor designs",

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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AU - Li, Hai

AU - Liu, Beiye

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AU - Wu, Qing

AU - Qiu, Qinru

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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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