Making Real Memristive Processing-in-Memory Faster and Reliable

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Memristive technologies are attractive candidates to replace conventional memory technologies, and can also be used to perform logic and arithmetic operations using a technique called 'statefullogic.' Combining data storage and computation in the memory array enables a novel non-von Neumann architecture, where both the operations are performed within a memristive Memory Processing Unit (mMPU). The mMPU relies on adding computing capabilities to the memristive memory cells without changing the basic memory array structure. The use of an mMPU alleviates the primary restriction on performance and energy in a von Neumann machine, which is the data transfer between CPU and memory. Here, the various aspects of mMPU are discussed, including its architecture and implications on the computing system and software, as well as examining the micro architectural aspects. We show how mMPU can be improved to accelerate different applications and how the poor reliability of memristors can be improved as part of the mMPU operation.

Original languageEnglish
Title of host publication2021 17th International Workshop on Cellular Nanoscale Networks and their Applications, CNNA 2021
ISBN (Electronic)9781665439480
DOIs
StatePublished - 2021
Event17th International Workshop on Cellular Nanoscale Networks and their Applications, CNNA 2021 - Catania, Italy
Duration: 29 Sep 20211 Oct 2021

Publication series

NameInternational Workshop on Cellular Nanoscale Networks and their Applications
Volume2021-September

Conference

Conference17th International Workshop on Cellular Nanoscale Networks and their Applications, CNNA 2021
Country/TerritoryItaly
CityCatania
Period29/09/211/10/21

Keywords

  • mem ristor
  • memristive memory processing unit
  • memristor aided logic (MAGIC)
  • stateful logic

All Science Journal Classification (ASJC) codes

  • Computer Networks and Communications
  • Electrical and Electronic Engineering

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