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A Spatio-Temporal-Based Concept for Associative Memory Modeling with Memristors

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  • Additional Information
    • Publication Information:
      IEEE, 2024.
    • Publication Date:
      2024
    • Abstract:
      Spatio-temporal encoding in neural systems refers to the representation of information through the combined spatial and temporal patterns of neuronal activity and plays a fundamental role in various brain biological functions, such as higher cognitive processes, including the memory effect. Memory is an intricate process in human cognition and this bio-inspired function can be replicated by novel hardware components. Memristors can imitate the memory effect as they appear to have non-volatile characteristics, and they can also constitute the switching component of memristive-based oscillators acting as neurons for designing complex network structures in order to replicate the human brain behavior. In this paper, a spatio-temporal encoding scheme is being evaluated under a hardware-oriented concept integrating memristive novel devices, aiming to replicate the way associative memory works, and paving the way for novel approaches in brain-inspired computing systems.
      This work was supported in part by the Spanish Ministry of Science, Innovation and Universities (MICIU) under Grant PID2022-141391OBC22/AEI/10.13039/501100011033, and in part by FI SDUR co-financed by AGAUR and the European Union through the European Social Fund Plus (ESF+).
    • File Description:
      application/pdf
    • Accession Number:
      10.1109/nano61778.2024.10628936
    • Rights:
      STM Policy #29
    • Accession Number:
      edsair.doi.dedup.....6b8c40ba8104b13586e39e2d5cecde38