Back to Search Start Over

Solid-state Synapse Based on Magnetoelectrically Coupled Memristor

Authors :
Huang, Weichuan
Fang, Yue-Wen
Yin, Yuewei
Tian, Bobo
Zhao, Wenbo
Hou, Chuangming
Ma, Chao
Li, Qi
Tsymbal, Evgeny Y.
Duan, Chun-Gang
Li, Xiaoguang
Source :
ACS Applied Materials & Interfaces 2018, 10, 6, 5649-5656
Publication Year :
2025

Abstract

Brain-inspired computing architectures attempt to emulate the computations performed in the neurons and the synapses in human brain. Memristors with continuously tunable resistances are ideal building blocks for artificial synapses. Through investigating the memristor behaviors in a La0.7Sr0.3MnO3/BaTiO3/La0.7Sr0.3MnO3 multiferroic tunnel junction, it was found that the ferroelectric domain dynamics characteristics are influenced by the relative magnetization alignment of the electrodes, and the interfacial spin polarization is manipulated continuously by ferroelectric domain reversal, enriching our understanding of the magnetoelectric coupling fundamentally. This creates a functionality that not only the resistance of the memristor but also the synaptic plasticity form can be further manipulated, as demonstrated by the spike-timing-dependent plasticity investigations. Density functional theory calculations are carried out to describe the obtained magnetoelectric coupling, which is probably related to the Mn-Ti intermixing at the interfaces. The multiple and controllable plasticity characteristic in a single artificial synapse, to resemble the synaptic morphological alteration property in a biological synapse, will be conducive to the development of artificial intelligence.<br />Comment: 5 figures, 20 pages

Details

Database :
arXiv
Journal :
ACS Applied Materials & Interfaces 2018, 10, 6, 5649-5656
Publication Type :
Report
Accession number :
edsarx.2501.19304
Document Type :
Working Paper
Full Text :
https://doi.org/10.1021/acsami.7b18206