Magnetic Domain-Wall Racetrack Grating as a Multichannel Analog Optoelectronic Synapse

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Authors: Xiaolin Huang, Siyuan Jiang, Biao Wu, Z. Xu, Xuefeng Zhao, Di Wang, Jiayang Liang, Nan Gao
Cited by: 0
References: 38

Abstract

Electrical manipulation of magnetic domain wall motion and its applications constitute a long-standing central topic of spintronics. Recent enthusiasm for magnetically tunable diffractive optics calls for a fast and efficient method of device reconfiguration. Here we develop a chiral domain-wall racetrack grating device whose periodic magnetization structures can be electrically reconfigured by spin-orbit torques without the assistance of external magnetic fields, demonstrating a fast, efficient, and continuous tuning of optical diffraction. We further show that these unique features can be utilized to emulate the synaptic potentiation and depression and achieve a pattern recognition accuracy of 92% when integrated into an artificial neural network. The continuously tunable domain wall position in combination with the inherent dispersion ability of grating provides an analog and multichannel solution to the network, with the potential of up to 252 synapse levels and a parallel capacity of several thousand. These results are expected not only to establish a transformative pathway to fast and efficient light field manipulation, particularly with applications in high-precision and massive-parallelism optoelectronic neuromorphic computing, but also to pioneer unprecedented optoelectronic applications of magnetic domain-wall racetrack devices beyond their traditional memory and logic functionalities.

Fields of Study & Subjects

Magnetic properties of thin films Neural Networks and Reservoir Computing Advanced Memory and Neural Computing

Publication details

Journal / source
ACS Applied Materials & Interfaces
Volume
18
Issue
9
Pages
13992–13999
Publication date
27 February 2026
Language
EN