Ion Gated Synaptic Transistors Based on 2D van der Waals Crystals with Tunable Diffusive Dynamics.

Adv Mater

Key Laboratory of Microelectronic Devices and Circuits (MOE), Institute of Microelectronics, Peking University, Beijing, 100871, China.

Published: May 2018

AI Article Synopsis

  • Neuromorphic computing offers a new way to perform smart and energy-efficient calculations, requiring complex synaptic elements that can adjust their behavior based on solid mechanisms.
  • Researchers have developed an ionic-gating-modulated synaptic transistor using layered crystals that showcases various plasticity types (both short-term and long-term) with an impressive energy efficiency of about 30 femtojoules per spike.
  • Detailed studies reveal that the transistor's unique ionic gating effects enable precise control over its synaptic behavior, making these transistors promising options for low-power neuromorphic computing systems.

Article Abstract

Neuromorphic computing represents an innovative technology that can perform intelligent and energy-efficient computation, whereas construction of neuromorphic systems requires biorealistic synaptic elements with rich dynamics that can be tuned based on a robust mechanism. Here, an ionic-gating-modulated synaptic transistor based on layered crystals of transitional metal dichalcogenides and phosphorus trichalcogenides is demonstrated, which produce a diversity of short-term and long-term plasticity including excitatory postsynaptic current, paired pulse facilitation, spiking-rate-dependent plasticity, dynamic filtering, etc., with remarkable linearity and ultralow energy consumption of ≈30 fJ per spike. Detailed transmission electron microscopy characterization and ab initio calculation reveal two-stage ionic gating effects, namely, surface adsorption and internal intercalation in the channel medium, causing different poststimulation diffusive dynamics and thus accounting for the observed short-term and long-term plasticity, respectively. The synaptic activity can therefore be effectively manipulated by tailoring the ionic gating and consequent diffusion dynamics with varied thickness and structure of the van der Waals material as well as the number, duration, rate, and polarity of gate stimulations, making the present synaptic transistors intriguing candidates for low-power neuromorphic systems.

Download full-text PDF

Source
http://dx.doi.org/10.1002/adma.201800195DOI Listing

Publication Analysis

Top Keywords

synaptic transistors
8
van der
8
der waals
8
diffusive dynamics
8
neuromorphic systems
8
short-term long-term
8
long-term plasticity
8
ionic gating
8
synaptic
5
ion gated
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!