基于各向异性β-Ga2O3晶体的偏振调制日盲光电突触的逻辑运算和运动感知

IF 6.7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY
Zhenyang Wang, Chao Wu*, Fengmin Wu, Daoyou Guo* and Shunli Wang*, 
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引用次数: 0

摘要

光电子突触由于其独特的多模态感知和类似大脑的信息处理能力,在神经形态系统中表现出显著的潜力。然而,它们复杂的设备架构和有限的功能仍然是关键的瓶颈。在这项研究中,我们创新地开发了一种基于β-Ga2O3单晶的偏振敏感光电突触器件。通过系统表征,我们揭示了(100)取向β-Ga2O3晶体在持久性光电导率(PPC)效应和各向异性方面的协同优势。所研制的太阳盲极化敏感突触装置表现出极化依赖突触后电流(EPSC)、短期记忆(STM)和高级学习-遗忘-再学习行为。值得注意的是,我们通过极化调制实现了OR/AND和NOR/NAND逻辑门之间的原位切换。对于神经形态计算应用,该设备表现出优越的突触重量调制能力,能够通过光增强/电抑制机制控制电导状态,并在Fashion MNIST数据集上实现77.6%的分类准确率。值得注意的是,我们实现了一个多模态信号融合函数,实现了98.2%的导弹运动感知实时识别精度。这项工作从根本上推动了神经形态光电子学的发展和应用,通过极化控制实现突触功能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Polarization-Modulated Solar-Blind Optoelectronic Synapse Based on Anisotropic β-Ga2O3 Crystal for Logic Operations and Motion Perception

Polarization-Modulated Solar-Blind Optoelectronic Synapse Based on Anisotropic β-Ga2O3 Crystal for Logic Operations and Motion Perception

Polarization-Modulated Solar-Blind Optoelectronic Synapse Based on Anisotropic β-Ga2O3 Crystal for Logic Operations and Motion Perception

Photoelectronic synapses exhibit remarkable potential in neuromorphic systems due to their unique multimodal sensing and brain-like information processing capabilities. However, their complex device architectures and limited functionalities remain critical bottlenecks. In this study, we innovatively developed a polarization-sensitive optoelectronic synaptic device based on β-Ga2O3 single crystals. Through systematic characterization, we revealed the synergistic advantages of the (100)-oriented β-Ga2O3 crystal in terms of persistent photoconductivity (PPC) effects and anisotropy. The developed solar-blind polarization-sensitive synaptic device demonstrated polarization-dependent postsynaptic current (EPSC), short-term memory (STM), and advanced learning–forgetting–relearning behavior. Notably, we achieved in situ switching between the OR/AND and NOR/NAND logic gates through polarization modulation. For neuromorphic computing applications, the device exhibited superior synaptic weight modulation capabilities, enabling the control of conductance states via a photoenhancement/electrosuppression mechanism and achieving a 77.6% classification accuracy on a Fashion MNIST data set. Notably, we realized a multimodal signal fusion function, achieving a 98.2% real-time recognition accuracy for missile motion perception. This work fundamentally advances the development and application of neuromorphic optoelectronics by realizing synaptic functions through polarization control.

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来源期刊
ACS Photonics
ACS Photonics NANOSCIENCE & NANOTECHNOLOGY-MATERIALS SCIENCE, MULTIDISCIPLINARY
CiteScore
11.90
自引率
5.70%
发文量
438
审稿时长
2.3 months
期刊介绍: Published as soon as accepted and summarized in monthly issues, ACS Photonics will publish Research Articles, Letters, Perspectives, and Reviews, to encompass the full scope of published research in this field.
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