Rapid Mode Decomposition of Few-Mode Fiber By Artificial Neural Network

Journal of Lightwave Technology(2021)

引用 14|浏览20
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摘要
A novel method based on deep learning technique for the modal decomposition of the optical fields emerging from the few-mode fiber is demonstrated in this paper. By combining the advantages of principal component analysis (PCA) and Back-Propagation (BP) neural network, this scheme can reveal the exact superposition of eigenmodes. Firstly, PCA algorithm is applied to preprocess the target samples t...
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关键词
Neural networks,Optical fiber networks,Principal component analysis,Training,Dimensionality reduction,Demodulation,Data models
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