论文信息 - Machine Learning Based Alarm Analysis and Failure Forecast in Optical Networks

Machine Learning Based Alarm Analysis and Failure Forecast in Optical Networks

This paper proposes a scheme of alarm analysis and failure prediction in optical transport network (OTN), by using machine learning, deep learning, and data from the network operating record.

Min Zhang | Danshi Wang

[1] Min Zhang,et al. Failure prediction using machine learning and time series in optical network. , 2017, Optics express.

[2] Danshi Wang,et al. Alarm Compression Based on Machine Learning and Association Rules Mining in Optical Networks , 2018, 2018 23rd Opto-Electronics and Communications Conference (OECC).

[3] Min Zhang,et al. Adaptive Failure Prediction Using Long Short-term Memory in Optical Network , 2019, 2019 24th OptoElectronics and Communications Conference (OECC) and 2019 International Conference on Photonics in Switching and Computing (PSC).