Uncertainty Analysis for Failure Prediction in Optical Transport Network Using Bayesian Neural Network
Lingling Wang, Danshi Wang, Chunyu Zhang, Songlin Liu, Min Zhang · 2021
A Bayesian neural network-based uncertainty analysis technique is proposed for failure prediction in optical transport network, which can not only achieve F1-score up to 99.5%, but also give an uncertainty quantification for the prediction results.