- Tytuł:
- Design of a photonic unitary neural network based on MZI arrays
- Autorzy:
-
Zhang, Ye
Wang, Ruiting
Zhang, Yejin
Su, Yanmei
Wang, Pengfei
Luo, Guangzhen
Zhou, Xuliang
Pan, Jiaoqing - Tematy:
-
optical neural network
unitary matrix
Mach-Zehnder interferometer - Pokaż więcej
- Wydawca:
- Politechnika Wrocławska. Oficyna Wydawnicza Politechniki Wrocławskiej
- Powiązania:
- https://bibliotekanauki.pl/articles/58970251.pdf  Link otwiera się w nowym oknie
- Opis:
- In recent years, optical neural networks have attracted widespread attention, due to their advantages of high speed, high parallelism, high bandwidth, and low power consumption. Photonic unitary neural network is a kind of neural networks that utilize the principles of unitary matrices and photonics to perform computations. In this paper, we design a photonic unitary neural network based on Mach–Zehnder interferometer arrays. The results show that the network has a good performance on both triangular and circular binary classification datasets, where most of the data points are correctly classified. The accuracies achieve 97% and 95% for triangular and circular datasets, with the loss function values of 0.023 and 0.046, respectively.
- Dostawca treści:
- Biblioteka Nauki
Artykuł