Ultra-large mode area multi-core orbital angular momentum transmission fiber designed by neural network and optimization algorithms

A large mode area multi-core orbital angular momentum (OAM) transmission fiber is designed and optimized by neural network and optimization algorithms. The neural network model has been established first to predict the optical properties of multi-core OAM transmission fibers with high accuracy and s...

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Bibliographic Details
Published in:Optoelectronics letters 2023-12, Vol.19 (12), p.744-751
Main Authors: Gu, Zhiwei, Huang, Wei, Zhang, Ran, Fan, Junjie, Song, Binbin
Format: Article
Language:English
Subjects:
Algorithms
Angular momentum
Iterative methods
Lasers
Neural networks
Optical Devices
Optical properties
Optics
Particle swarm optimization
Photonics
Physics
Physics and Astronomy
Purity
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Summary:A large mode area multi-core orbital angular momentum (OAM) transmission fiber is designed and optimized by neural network and optimization algorithms. The neural network model has been established first to predict the optical properties of multi-core OAM transmission fibers with high accuracy and speed, including mode area, nonlinear coefficient, purity, dispersion, and effective index difference. Then the trained neural network model is combined with different particle swarm optimization (PSO) algorithms for automatic iterative optimization of multi-core structures respectively. Due to the structural advantages of multi-core fiber and the automatic optimization process, we designed a number of multi-core structures with high OAM mode purity (>95%) and ultra-large mode area (>3 000 µm 2 ), which is larger by more than an order of magnitude compared to the conventional ring-core OAM transmission fibers.
ISSN:1673-1905
1993-5013
DOI:10.1007/s11801-023-3046-5