可重新配置的,非挥发性的神经形态光伏
Tangxin Li1,2, Jinshui Miao3,4, Xiao Fu1,2
1State Key Laboratory of Infrared Physics, Shanghai Institute of Technical Physics, Chinese Academy of Sciences, Shanghai, China.
Nature nanotechnology
|July 20, 2023
概括
研究人员开发了一种新的神经形态装置,使用金属硫化物作为光伏探测器. 该设备提供可调节的响应性和非挥发性数据存储,推进人工神经网络的图像处理能力.
科学领域:
- 材料科学 材料科学 材料科学
- 神经形态工程的神经形态工程
- 光电学是指光电子产品.
背景情况:
- 当前的神经网络图像传感器模仿人类视网膜,但缺乏可调节的响应能力和非挥发性数据存储.
- 这些局限性阻碍了用于视觉感知的人工神经网络的紧性和功能方面的进步.
研究的目的:
- 展示一个可重新配置和非挥发性神经形态设备,能够同时传感和处理图像.
- 在单个人工神经网络组件中实现高度可调的响应性和非挥发性存储.
主要方法:
- 开发了一种基于硫化金属的二维半导体金属半导体金属 (MSM) 装置.
- 在金属半导体连接处利用脉冲调节的硫空缺来调节设备属性.
- 研究了硫空缺的偏差诱导运动,以动态改变肖特基障碍和响应能力.
主要成果:
- 展示了一种具有可重新配置和非挥发性特征的光伏探测器.
- 通过调节硫空隙度,通过调节可调节的短路光电流极性和大小.
- 成功设计和实施一个卷积神经形态网络用于图像处理和物体检测使用开发的设备.
结论:
- 这种新型的神经形态设备在人工视觉感知硬件方面取得了重大进展.
- 神经形态光探测器是未来视觉感知系统的关键组件,可实现紧且功能化的设计.
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