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Challenges hindering memristive neuromorphic hardware from going mainstream
Gina C Adam1, Ali Khiat2, Themis Prodromakis3
1Department of Electrical and Computer Engineering, George Washington University, Washington, DC, 20052, USA.
Abstract:
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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