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Area of Science:

  • Materials Science
  • Electrical Engineering
  • Computer Science

Background:

  • Memristive devices are gaining attention for low voltage operation, multi-bit storage, and cost-effective manufacturing.
  • Redox-based memristive matrices face significant challenges hindering widespread industry adoption.

Purpose of the Study:

  • To discuss the key performance and manufacturability challenges of redox-based memristive matrices.
  • To propose a roadmap for developing competitive memristive-based neuromorphic processing systems.

Main Methods:

  • Analysis of key performance metrics for memristive devices.
  • Evaluation of manufacturability challenges in memristive matrix fabrication.
  • Development of a strategic roadmap for future research and development.

Main Results:

  • Identified critical performance bottlenecks in current memristive technologies.
  • Highlighted significant manufacturability issues impeding large-scale production.
  • Outlined a clear path forward for overcoming existing limitations.

Conclusions:

  • Addressing the identified challenges is crucial for the commercial viability of memristive devices.
  • The proposed roadmap provides a framework for advancing memristive-based neuromorphic computing.
  • Future research should focus on improving device reliability and scalability for practical applications.