Data Augmentation to Reduce Computational Complexity of Neural-Network-Based Soft-Failure Cause Identifier
Pedro, J. M.
; Costa, N.
Data Augmentation to Reduce Computational Complexity of Neural-Network-Based Soft-Failure Cause Identifier, Proc Optical Fiber Conference (OFC), San Diego, United States, Vol. , pp. - , March, 2023.
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Abstract
We investigated data augmentation to train neural networks (NNs) for soft-failure cause identification, demonstrating its impacts on NN complexity. Results indicate up to 68% reduction in the computational complexity of NN for each inference.
