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Real-Time State Modulation and Acquisition Circuit in Neuromorphic Memristive Systems

  • Shengbo Wang*
  • , Cong Li
  • , Tongming Pu
  • , Jian Zhang
  • , Weihao Ma
  • , Luigi Occhipinti
  • , Arokia Nathan
  • , Shuo Gao
  • *Corresponding author for this work
  • Beihang University
  • University of Cambridge
  • Shandong University

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

Abstract

Memristive neuromorphic systems are designed to emulate human perception and cognition, where the memristor states represent essential historical information to perform both low-level and high-level tasks. However, current systems face challenges with the separation of state modulation and acquisition, leading to undesired time delays that impact real-time performance. To overcome this issue, we introduce a dual-function circuit that concurrently modulates and acquires memristor state information. This is achieved through two key features: 1) a feedback operational amplifier (op-amp) based circuit that ensures precise voltage application on the memristor while converting the passing current into a voltage signal; 2) a division calculation circuit that acquires state information from the modulation voltage and the converted voltage, improving stability by leveraging the intrinsic threshold characteristics of memristors. This circuit has been evaluated in a memristor-based nociceptor and a memristor crossbar, demonstrating exceptional performance. For instance, it achieves mean absolute acquisition errors below 1 Ω during the modulation process in the nociceptor application. These results demonstrate that the proposed circuit can operate at different scales, holding the potential to enhance a wide range of neuromorphic applications.

Original languageEnglish
Title of host publication2024 IEEE Biomedical Circuits and Systems Conference, BioCAS 2024
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9798350354959
DOIs
StatePublished - 2024
Event2024 IEEE Biomedical Circuits and Systems Conference, BioCAS 2024 - Xi�an, China
Duration: 24 Oct 202426 Oct 2024

Publication series

Name2024 IEEE Biomedical Circuits and Systems Conference, BioCAS 2024

Conference

Conference2024 IEEE Biomedical Circuits and Systems Conference, BioCAS 2024
Country/TerritoryChina
CityXi�an
Period24/10/2426/10/24

Keywords

  • artificial nociceptor
  • bio-inspired system
  • memristor
  • neural network
  • neuromorphic system

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