Recent Developments on Novel 2D Materials for Emerging Neuromorphic Computing Devices

The rapid advancement of artificial intelligent and information technology has led to a critical need for extremely low power consumption and excellent efficiency. The capacity of neuromorphic computing to handle large amounts of data with low power consumption has garnered a lot of interest during the last few decades. For neuromorphic applications, 2D layered semiconductor materials have shown a pivotal role due to their distinctive properties. This comprehensive review provides an extensive study of the recent advancements in 2D materials‐based neuromorphic devices especially in multiterminal synaptic devices, two‐terminal synaptic devices, neuronal devices, and the integration of synaptic and neuronal devices. Herein, a wide range of potential applications of memory, computation, adaptation, and artificial intelligence is incorporated. Finally, the limitations and challenges of neuromorphic devices based on novel 2D materials are discussed. Thus, this review aims to illuminate the design and fabrication of neuromorphic devices based on van der Waals (vdW) heterostructure materials, leveraging promising engineering techniques to excel the applications and potential of neuromorphic computing for hardware implementations.

Location
Deutsche Nationalbibliothek Frankfurt am Main
Extent
Online-Ressource
Language
Englisch

Bibliographic citation
Recent Developments on Novel 2D Materials for Emerging Neuromorphic Computing Devices ; day:08 ; month:10 ; year:2024 ; extent:21
Small structures ; (08.10.2024) (gesamt 21)

Creator
Pervez, Muhammad Hamza
Elahi, Ehsan
Khan, Muhammad Asghar
Nasim, Muhammad
Asim, Muhammad
Rehmat, Arslan
Rehman, Malik Abdul
Assiri, Mohammed A.
Rehman, Shania
Eom, Jonghwa
Khan, Muhammad Farooq

DOI
10.1002/sstr.202400386
URN
urn:nbn:de:101:1-2410081430012.320664449990
Rights
Open Access; Der Zugriff auf das Objekt ist unbeschränkt möglich.
Last update
15.08.2025, 7:20 AM CEST

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Associated

  • Pervez, Muhammad Hamza
  • Elahi, Ehsan
  • Khan, Muhammad Asghar
  • Nasim, Muhammad
  • Asim, Muhammad
  • Rehmat, Arslan
  • Rehman, Malik Abdul
  • Assiri, Mohammed A.
  • Rehman, Shania
  • Eom, Jonghwa
  • Khan, Muhammad Farooq

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