Soft failure identification in optical networks based on convolutional neural network

A convolutional neural network (CNN) based soft failure identifier is proposed. Its superior performance in identifying failure causes including filter shift, filter tightening, ASE noise and nonlinear interference is demonstrated. And its robustness in the scenario with multiple impairment deteriorations is also validated.