多模式传感器内计算系统使用集成光子卷积处理器
Zian Xiao1,2,3, Zhihao Ren1,2, Yangyang Zhuge1,2
1Department of Electrical and Computer Engineering, National University of Singapore, 4 Engineering Drive 3, Singapore, 117583, Singapore.
Advanced science (Weinheim, Baden-Wurttemberg, Germany)
|October 29, 2024
概括
本研究介绍了一种在传感器中的计算系统,该系统使用光子学用于多模式光谱传感. 它通过在光子芯片上直接处理数据,大大降低了数据传输成本,实现了高分类准确性.
科学领域:
- 光子学 是一个光子学.
- 频谱学是一种光谱学.
- 集成电路 集成电路
背景情况:
- 多模态光谱传感系统产生大量,复杂的数据.
- 高通讯带宽和高功耗是数据传输的挑战.
- 传感器内计算提供了一种解决方案,可以降低数据处理成本.
研究的目的:
- 开发一个光子多式联接传感器内计算系统.
- 将光子传感器与光子卷积处理器集成.
- 为了证明在现场处理光谱传感数据.
主要方法:
- 使用微波振器交叉杆阵列作为光子处理器.
- 实现了5位精度的卷积运算,用于图像边缘检测.
- 整合了处理器与光子光谱传感器,用于多模式数据分析.
主要成果:
- 在卷积运算中通过图像边缘检测实现了5位的精度.
- 证明了多模式光谱数据的现场处理.
- 在45个类别中实现了97.58%的分类准确度,用于蛋白质物种检测.
结论:
- 开发的系统可以实现光子多模态光谱传感器的传感器内计算.
- 光子处理器和传感器的集成增强了边缘数据处理能力.
- 这种方法大大降低了与传感数据传输相关的通信成本.
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