完整的范德瓦尔斯双极铁电可配置的光学异质突触用于传感器内计算
Jinxuan Bai1, Dawei He1, Bingjie Dang2
1Key Laboratory of Luminescence and Optical Information, Ministry of Education, Institute of Optoelectronic Technology, Beijing Jiaotong University, Beijing, 100044, China.
Advanced materials (Deerfield Beach, Fla.)
|October 29, 2024
概括
研究人员使用范德瓦尔斯异质连接开发了一种新的光学突触装置. 该设备可实现高效的视觉神经形态计算,实现高图像识别率和可见光通信的超低功耗.
科学领域:
- 神经形态工程的神经形态工程
- 材料科学 材料科学 材料科学
- 光电学是指光电子产品.
背景情况:
- 视觉神经形态硬件捕获,存储和处理光学信号.
- 目前的局限性包括高成本,大容量和复杂功能的大量能源消耗.
研究的目的:
- 展示一个基于三端范德瓦尔斯 (vdW) 异质连接的多功能光学突触装置.
- 实现感知光波长和强度,以及突触可塑性 (短期和长期).
- 将设备应用于光学储存神经网络 (ORNN) 和可见光通信 (VLC) 系统中.
主要方法:
- 制造一个三端的vdW异质连接光学突触装置.
- 将设备集成到ORNN中,用于图像识别任务.
- 该设备在VLC系统中实现高速数据传输.
主要成果:
- 光学突触装置成功地感知了光的波长和强度,并表现出突触可塑性.
- 在CIFAR-10彩色图像数据集 (5万张图像,10个类别) 上,ORNN实现了84.9%的识别率.
- 该VLC系统展示了超低功耗 (0.4nW) 的高速传输.
结论:
- vdW异质连接为视觉生物学的低功耗,多功能应用提供了显著的潜力.
- 开发的光学突触装置为先进的神经形态计算系统铺平了道路.
- 这项技术可以为视觉传感和通信提供高效和紧的解决方案.
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