Read-disturb Detection Methodology for RRAM-based Computation-in-Memory Architecture

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Abstract

Resistive random access memory (RRAM) based computation-in-memory (CIM) architectures can meet the unprecedented energy efficiency requirements to execute AI algorithms directly on edge devices. However, the read-disturb problem associated with these architectures can lead to accumulated computational errors. To achieve the necessary level of computational accuracy, after a specific number of read cycles, these devices must undergo a reprogramming process which is a static approach and needs a large counter. This paper proposes a circuit-level RRAM read-disturb detection technique by monitoring real-time conductance drifts of RRAM devices, which initiate the reprogramming when actually it needs. Moreover, an analytic method is presented to determine the minimum conductance detection requirements, and our proposed read-disturb detection technique is tuned for the same to detect it dynamically. SPICE simulation result using TSMC 40 nm shows the correct functionality of our proposed detection technique.
Original languageEnglish
Title of host publication2023 IEEE 5th International Conference on Artificial Intelligence Circuits and Systems (AICAS)
Number of pages5
ISBN (Electronic)979-8-3503-3267-4
DOIs
Publication statusPublished - 2023
Event5th International Conference on Artificial Intelligence Circuits and Systems - Hangzhou, China
Duration: 11 Jun 202313 Jun 2023

Conference

Conference5th International Conference on Artificial Intelligence Circuits and Systems
Abbreviated titleAICAS 2023
Country/TerritoryChina
CityHangzhou
Period11/06/2313/06/23

Bibliographical note

Green Open Access added to TU Delft Institutional Repository ‘You share, we take care!’ – Taverne project https://www.openaccess.nl/en/you-share-we-take-care
Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public.

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