Partitionable High-Efficiency Multilayer Diffractive Optical Neural Network
文献类型：期刊论文
| 作者 | Y. J. Long; Z. R. Wang; B. He; T. Nie; X. X. Zhang and T. J. Fu |
| 刊名 | Sensors
 |
| 出版日期 | 2022 |
| 卷号 | 22期号:19页码:15 |
| DOI | 10.3390/s22197110 |
| 英文摘要 | A partitionable adaptive multilayer diffractive optical neural network is constructed to address setup issues in multilayer diffractive optical neural network systems and the difficulty of flexibly changing the number of layers and input data size. When the diffractive devices are partitioned properly, a multilayer diffractive optical neural network can be constructed quickly and flexibly without readjusting the optical path, and the number of optical devices, which increases linearly with the number of network layers, can be avoided while preventing the energy loss during propagation where the beam energy decays exponentially with the number of layers. This architecture can be extended to construct distinct optical neural networks for different diffraction devices in various spectral bands. The accuracy values of 89.1% and 81.0% are experimentally evaluated for MNIST database and MNIST fashion database and show that the classification performance of the proposed optical neural network reaches state-of-the-art levels. |
| URL标识 | 查看原文 |
| 语种 | 英语 |
| 源URL | [http://ir.ciomp.ac.cn/handle/181722/66972]  |
| 专题 | 中国科学院长春光学精密机械与物理研究所 |
| 推荐引用方式 GB/T 7714 | Y. J. Long,Z. R. Wang,B. He,et al. Partitionable High-Efficiency Multilayer Diffractive Optical Neural Network[J]. Sensors,2022,22(19):15. |
| APA | Y. J. Long,Z. R. Wang,B. He,T. Nie,&X. X. Zhang and T. J. Fu.(2022).Partitionable High-Efficiency Multilayer Diffractive Optical Neural Network.Sensors,22(19),15. |
| MLA | Y. J. Long,et al."Partitionable High-Efficiency Multilayer Diffractive Optical Neural Network".Sensors 22.19(2022):15. |
入库方式： OAI收割
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。