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Emerging 2D materials hardware for in-sensor computing.

Yufei Shi1, Ngoc Thanh Duong1,2, Kah-Wee Ang1

  • 1Department of Electrical & Computer Engineering, National University of Singapore, 4 Engineering Drive 3, Singapore 117583, Singapore. eleakw@nus.edu.sg.

Nanoscale Horizons
|November 18, 2024
PubMed
Summary
This summary is machine-generated.

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This review explores two-dimensional materials (2DMs) for in-sensor computing, integrating sensing and processing to simplify systems. 2DMs offer unique properties for advanced, efficient computing devices.

Area of Science:

  • Materials Science
  • Computer Engineering
  • Nanotechnology

Background:

  • The traditional separation of sensing and processing units creates system complexity and demands high data transfer rates.
  • In-sensor/near-sensor computing integrates sensing and computation, reducing data transfer and simplifying system architecture.
  • Two-dimensional materials (2DMs) possess unique properties suitable for developing novel in-sensor computing devices.

Purpose of the Study:

  • To review recent advancements in two-dimensional material (2DM)-based in-sensor computing.
  • To summarize physical mechanisms and biomimetic synaptic characteristics crucial for 2DM in-sensor computing.
  • To discuss and categorize potential applications of these systems.

Main Methods:

  • Literature review of recent research on 2DM-based in-sensor computing.

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  • Analysis of physical mechanisms enabling sensory responses in 2DM devices.
  • Examination of biomimetic synaptic characteristics for computational functions.
  • Main Results:

    • 2DMs enable the development of integrated sensing and computing devices, overcoming limitations of traditional architectures.
    • Unique physical mechanisms in 2DMs facilitate sensory perception and biomimetic computing.
    • Diverse applications are identified, spanning various technological fields.

    Conclusions:

    • 2DM-based in-sensor computing represents a significant advancement in integrated systems.
    • Further research into 2DM properties and device design can unlock new potential.
    • Future directions focus on optimizing performance and expanding application scope.