AI Article Synopsis

  • Development of brain-inspired synaptic devices using metallic nanostructures has gained attention in neuromorphic computing, aiming to replicate cognitive functions.
  • Challenges like unpredictable switching and high voltage demands hinder progress, but this study tackles these issues using periodic silver nanostructures created via plasma-assisted lithography.
  • The optimized devices exhibit low voltage operation, low power consumption, and enhanced synaptic features, indicating promising applications in learning and memory formation within brain-computer systems.

Article Abstract

The development of synaptic devices featuring metallic nanostructures with brain-analog hierarchical architecture, capable of mimicking cognitive functionalities, has emerged as a focal point in neuromorphic computing. However, existing challenges, such as inconsistent and unpredictable switching, high voltage requirements, unguided filament formation, and detailed fabrication processes, have impeded technological progress in the domain. The present study addresses some of these challenges by leveraging periodic nanostructures of Ag fabricated plasma-assisted nanosphere lithography (NSL). The triangular nanostructures with a preferred orientation offer enhanced localized electric fields, facilitating low voltage electromigration at the sharp edges to guide predictive filament formation. A thorough investigation into gap control between the nanostructures through oxygen plasma treatment enables the attainment of an optimized low switching voltage of 0.86 V and retention at an ultra-low current compliance of 100 nA. The optimized device consumes low power, typically in the fJ range, akin to biological neurons. Furthermore, the device showcases intriguing synaptic characteristics, including controlled transition from short- to long-term potentiation, associative learning, ., projecting its potential in perceptive learning, memory formation, and brain-inspired computing. COMSOL Multiphysics simulation, supported by electron microscopic imaging, confirms the controlled and predictable filament formation facilitated by electric field enhancement across the strategic nanostructures. Thus, the work highlights the potential of NSL-based cost-effective fabrication techniques for realizing efficient and biomimetic synaptic devices for neuromorphic computing applications.

Download full-text PDF

Source
http://dx.doi.org/10.1039/d4nr02748eDOI Listing

Publication Analysis

Top Keywords

synaptic devices
12
filament formation
12
fabricated plasma-assisted
8
plasma-assisted nanosphere
8
nanosphere lithography
8
neuromorphic computing
8
nanostructures
5
energy-efficient resistive
4
resistive switching
4
synaptic
4

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!