.png){kind=icon}
返回
Integrated diffractive optical neural network with space-time interleaving
.png){kind=icon}
OA
AI
DOI：10.3788/COL202321.091301.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Integrated diffractive optical neural networks (DONNs) have significant potential for complex machine learning tasks with high speed and ultralow energy consumption. However, the on-chip implementation of a high-performance optical neural network is limited by input dimensions. In contrast to existing photonic neural networks, a space-time interleaving technology based on arrayed waveguides is designed to realize an on-chip DONN with high-speed, high-dimensional, and all-optical input signal modulation. To demonstrate the performance of the on-chip DONN with high-speed space-time interleaving modulation, an on-chip DONN with a designed footprint of 0.0945 mm2 is proposed to resolve the vowel recognition task, reaching a computation speed of about 1.4 x 1013 operations per second and yielding an accuracy of 98.3% in numerical calculation. In addition, the function of the specially designed arrayed waveguides for realizing parallel signal inputs using space-time conversion has been verified experimentally. This method can realize the on-chip DONN with higher input dimension and lower energy consumption.
Keyword:
integrated diffractive optical neural networks
machine learning
arrayed waveguides
期刊
IF:
3.3
论文数:
4.0W
被引数:
7.6W
机构
引用论文
All-optical graph representation learning using integrated diffractive photonic computing units.png)
SCIENCE ADVANCES
OAAI
SCIENCE ADVANCESIF12.5
OAAI分享收藏Quantile based decision making rule of the neural networks committee for ill-posed approximation problemsNEUROCOMPUTING
NEUROCOMPUTINGIF6.5
PREAI
分享收藏Training of photonic neural networks through in situ backpropagation and gradient measurement通过原位反向传播和梯度测量训练光子神经网络OPTICAOAAI
OPTICAIF8.5
OAAI分享收藏分享收藏Synergistic inhibition of lymphoid tumor growth in vitro by combined treatment with the iron chelator deferoxamine and an immunoglobulin G monoclonal antibody against the transferrin receptorBloodOAAI
BloodIF0
OAAI分享收藏
查看更多内容