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Updated: Aug 26, 2026

Evaluation and Manipulation of Neural Activity Using Two-Photon Holographic Microscopy
Published on: September 16, 2022
Optical implementation of the hopfield neural network with matrix gratings
Sheng L Yeh1, Rong C Lo, Cha Y Shi
1Department of Mechanical Engineering, Lunghwa University of Science and Technology, 300, Section 1, Wanshou Road, Kueishan, Taoyuan County, Taiwan. slyeh@mail.me.lhu.edu.tw
Abstract:
We propose a new method for the optical implementation of the Hopfield neural network with a universal tool. The tool is a matrix grating constituted with a group of element gratings. The algorithms for designing a matrix grating are proposed, and a matrix grating is created to execute recognition experiments by use of the Hopfield neural network. The experimental results demonstrate that the proposed method performs well. The stability of the light efficiencies of different optical components used in optical networks is also considered.

