近日,西安电子科技大学常晶晶团队研究了基于宽带隙Ga2O3的多功能光电忆阻器助力人工突触和神经形态计算。这一研究成果于2025年4月15日发表在《光:科学与应用》杂志上。
光电忆阻器具有数据存储和模拟人类视觉感知的能力。它们在神经形态视觉系统(NV)中具有巨大的前景。本研究介绍了非晶宽带隙Ga2O3光电突触忆阻器,该忆阻器通过调节电流顺应性(Icc)和利用可变紫外(UV-254 nm)光强度来实现3位数据存储。
忆阻器辅助逻辑(MAGIC)中的“AND”和“OR”逻辑门是通过利用电压极性和紫外光作为输入信号来实现的。该装置还表现出高度稳定的突触特征,如成对脉冲易化(PPF)、尖峰强度依赖性可塑性(SIDP)、尖峰数量依赖性塑性(SNDP)、尖峰时间依赖性可塑率(STDP)、高峰频率依赖性可塑度(SFDP)和学习体验行为。
最后,当集成到人工神经网络(ANN)中时,Ag/Ga2O3/Pt忆阻器件以高图案精度(90.7%)模拟了光脉冲增强和电脉冲抑制。具有多功能特征的单忆阻单元是光电存储、神经形态计算和人工视觉感知应用的有前景的候选者。
附:英文原文
Title: Versatile optoelectronic memristor based on wide-bandgap Ga2O3 for artificial synapses and neuromorphic computing
Author: Cui, Dongsheng, Pei, Mengjiao, Lin, Zhenhua, Zhang, Hong, Kang, Mengyang, Wang, Yifei, Gao, Xiangxiang, Su, Jie, Miao, Jinshui, Li, Yun, Zhang, Jincheng, Hao, Yue, Chang, Jingjing
Issue&Volume: 2025-04-15
Abstract: Optoelectronic memristors possess capabilities of data storage and mimicking human visual perception. They hold great promise in neuromorphic visual systems (NVs). This study introduces the amorphous wide-bandgap Ga2O3 photoelectric synaptic memristor, which achieves 3-bit data storage through the adjustment of current compliance (Icc) and the utilization of variable ultraviolet (UV-254 nm) light intensities. The “AND” and “OR” logic gates in memristor-aided logic (MAGIC) are implemented by utilizing voltage polarity and UV light as input signals. The device also exhibits highly stable synaptic characteristics such as paired-pulse facilitation (PPF), spike-intensity dependent plasticity (SIDP), spike-number dependent plasticity (SNDP), spike-time dependent plasticity (STDP), spike-frequency dependent plasticity (SFDP) and the learning experience behavior. Finally, when integrated into an artificial neural network (ANN), the Ag/Ga2O3/Pt memristive device mimicked optical pulse potentiation and electrical pulse depression with high pattern accuracy (90.7%). The single memristive cells with multifunctional features are promising candidates for optoelectronic memory storage, neuromorphic computing, and artificial visual perception applications.
DOI: 10.1038/s41377-025-01773-6
Source: https://www.nature.com/articles/s41377-025-01773-6
Light: Science & Applications:《光:科学与应用》,创刊于2012年。隶属于施普林格·自然出版集团,最新IF:19.4
官方网址:https://www.nature.com/lsa/
投稿链接:https://mts-lsa.nature.com/cgi-bin/main.plex