一个可重新配置的全光学控制的突触设备用于神经形态计算应用程序
Tao Zhang1, Chao Fan2, Lingxiang Hu3
1State Key Laboratory of Silicon and Advanced Semiconductor Materials, Cyrus Tang Center for Sensor Materials and Applications, School of Materials Science and Engineering, Zhejiang University, Hangzhou 310027, China.
ACS nano
|June 13, 2024
概括
研究人员使用IGZO/SnO/SnS异构结构开发了一种全新的全光控制突触装置. 这种设备模仿视网膜功能,使高效的光信号处理和人工神经网络应用成为可能.
科学领域:
- 材料科学 材料科学 材料科学
- 神经科学是一个神经科学.
- 光电学是指光电子产品.
背景情况:
- 神经形态视觉系统需要有效的视网膜灵感传感器.
- 在光刺激下实现双向突触行为和高性能仍然具有挑战性.
研究的目的:
- 提出一个可重新配置的全光学控制的突触装置.
- 集成用于神经形态应用的传感,存储和处理功能.
主要方法:
- 使用IGZO/SnO/SnS异构结构制造交叉场效应晶体管.
- 利用能量波段工程来实现双向光响应.
- 在各种光刺激 (紫外线和可见光) 下测试突触行为.
主要成果:
- 在没有外部电压调节的情况下表现出双向突触刺激和抑制行为.
- 使用人工神经网络模拟器实现了手写数字识别率的91%.
- 通过使用8x8光电突触阵列成功演示图像识别和模拟视网膜损伤.
结论:
- IGZO/SnO/SnS异构为高性能全光控制光电子突触提供了一个可行的策略.
- 本书提出了一种设计多功能人工神经视觉系统的实用方法.
- 该设备显示了高级图像处理和理解视网膜损伤机制的潜力.
相关概念视频
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Because chemical synapses depend on the release of neurotransmitter molecules from synaptic vesicles to pass on their signal, there is an approximately one millisecond delay between when the axon potential reaches the presynaptic terminal and when the neurotransmitter leads to opening of postsynaptic ion channels. Additionally, this signaling is...
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