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Effect of Resistance variability in Vector Matrix Multiplication operations of 1T1R ReRAM crossbar arrays using an Embedded test platform

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

7 Scopus citations

Abstract

Vector math operations are considered one of the basic operations for computationally intensive algorithms. The latest emerging resistive random access memory device (ReRAMI) and ReRAM crossbar arrays have shown convincing results for analog vector matrix multiplication with high energy efficiency and hence, are of great interest for computing applications because of their capability to perform array level in-memory computing in a single step. To perform fast and accurate vector math operations to a column of 1-transistor 1ReRAM (ITIR) devices in an array, a hardware interface that provides a precise control over programming the devices is needed. In this work, we demonstrate a microcontroller-based custom printed circuit board (PCB) design to perform device level testing and in-memory computation on packaged hafnium oxide based ITIR ReRAM arrays fabricated at SUNY Polytechnic Institute. Experimental results demonstrate that when ITIR ReR.AM array devices are programmed as logic states '0' high resistance state (HRS) and '1' low resistance state (LRS), the observed current (Isut) shows the effect of read variability based on the number and position of the devices that are read. Overlapping of the current outputs can be reduced by using write-verify while programming the array of devices.

Original languageEnglish
Title of host publication2023 IEEE Microelectronics Design and Test Symposium, MDTS 2023
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9798350338980
DOIs
StatePublished - 2023
Event32nd IEEE Microelectronics Design and Test Symposium, MDTS 2023 - Albany, United States
Duration: May 8 2023May 10 2023

Publication series

Name2023 IEEE Microelectronics Design and Test Symposium, MDTS 2023

Conference

Conference32nd IEEE Microelectronics Design and Test Symposium, MDTS 2023
Country/TerritoryUnited States
CityAlbany
Period05/8/2305/10/23

Keywords

  • High resistive state (HRS)
  • In-memory computing (IMC)
  • Low resistive state (LRS)
  • Microcontroller
  • PCB
  • Vector Math operations (VMM)
  • memory

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