Challenges hindering memristive neuromorphic hardware from going mainstream

被引：96

作者：

Adam, Gina C. ^{[1
]}

Khiat, Ali ^{[2
]}

Prodromakis, Themis ^{[2
]}

机构：

[1] George Washington Univ, Dept Elect & Comp Engn, Washington, DC 20052 USA

[2] Univ Southampton, Zepler Inst Photon & Nanoelectron, Elect Mat & Devices, Southampton SO17 1BJ, Hants, England

来源：

NATURE COMMUNICATIONS | 2018年 / 9卷

基金：

英国工程与自然科学研究理事会;

关键词：

D O I：

10.1038/s41467-018-07565-4

中图分类号：

O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];

学科分类号：

07 ; 0710 ; 09 ;

摘要：

Memristive devices have elicited intense research in the past decade thanks to their inherent low voltage operation, multi-bit storage and cost-effective manufacturability. Nonetheless, several outstanding performance and manufacturability challenges have prevented the widespread industry adoption of redox-based memristive matrices. Here, we discuss these challenges in terms of key metrics and propose a roadmap towards realizing competitive memristive-based neuromorphic processing systems.

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