A Scalable Artificial Neuron Based on Ultrathin Two-Dimensional Titanium Oxide.

ACS Nano

Shenzhen Geim Graphene Center, Tsinghua-Berkeley Shenzhen Institute and Institute of Materials Research, Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, People's Republic of China.

Published: September 2021

A spiking neural network consists of artificial synapses and neurons and may realize human-level intelligence. Unlike the widely reported artificial synapses, the fabrication of large-scale artificial neurons with good performance is still challenging due to the lack of a suitable material system and integration method. Here, we report an ultrathin (less than10 nm) and inch-size two-dimensional (2D) oxide-based artificial neuron system produced by a controllable assembly of solution-processed 2D monolayer TiO nanosheets. Artificial neuron devices based on such 2D TiO films show a high on/off ratio of 10 and a volatile resistance switching phenomenon. The devices can not only emulate the leaky integrate-and-fire activity but also self-recover without additional circuits for sensing and reset. Moreover, the artificial neuron arrays are fabricated and exhibited good uniformity, indicating their large-area integration potential. Our results offer a strategy for fabricating large-scale and ultrathin 2D material-based artificial neurons and 2D spiking neural networks.

Download full-text PDF

Source
http://dx.doi.org/10.1021/acsnano.1c05565DOI Listing

Publication Analysis

Top Keywords

artificial neuron
16
spiking neural
8
artificial synapses
8
artificial neurons
8
artificial
7
scalable artificial
4
neuron
4
neuron based
4
based ultrathin
4
ultrathin two-dimensional
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!