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Nanotube devices based crossbar architecture: toward neuromorphic computing.

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Optically gated carbon nanotube devices in a crossbar array offer efficient individual addressing for dense nanodevice integration. This approach simplifies programming for neuromorphic computing architectures.

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Area of Science:

  • Nanoscience and Nanotechnology
  • Computer Engineering
  • Materials Science

Background:

  • Nanoscale devices like carbon nanotubes and nanowires are crucial for next-generation computing architectures.
  • Dense integration of nanodevices presents challenges in addressing and interconnection, unlike traditional CMOS technology.
  • Two-terminal crossbar devices face addressing difficulties due to crosstalk, while three-terminal devices offer individual addressing but limited integration.

Purpose of the Study:

  • To investigate a novel method for efficiently addressing densely integrated nanodevices in a crossbar geometry.
  • To explore the potential of optically gated carbon nanotube devices for simplified programming in neuromorphic computing.
  • To overcome the limitations of existing addressing schemes for nanoscale computing elements.

Main Methods:

  • Arranging optically gated carbon nanotube devices in a crossbar geometry.
  • Utilizing shared gate electrodes for addressing the nanodevices.
  • Demonstrating parallel programming capabilities suitable for neuromorphic applications.

Main Results:

  • Optically gated carbon nanotube devices enable efficient individual addressing within a crossbar configuration.
  • The proposed shared gate electrode topology effectively mitigates crosstalk issues.
  • The architecture supports parallel programming and learning, crucial for neuromorphic computing.

Conclusions:

  • Optically gated carbon nanotube crossbar arrays provide a viable solution for addressing dense nanodevice integration.
  • This approach simplifies programming and enhances integration density for future computing architectures.
  • The findings are particularly relevant for advancing neuromorphic computing systems.