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Fault Prediction for Heterogeneous Networks using Machine Learning : a Survey

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preprint
posted on 27.01.2022, 19:51 authored by Killian MurphyKillian Murphy, Catherine Lepers, antoine lavignotte
This manuscript provides a survey of Network Fault Prediction using Machine Learning from the years 1997 to 2021. Operational elements from the industry are shared to provide context. An overview of the different ML techniques that have been applied to Network Fault Prediction (NFP) is given. This is followed by a systematic review of the studies on NFP. Future research perspectives in the field are proposed.

Funding

Association Nationale de la Recherche et de la Technologie grant n°2020/1281

History

Email Address of Submitting Author

killian.murphy@telecom-sudparis.eu

ORCID of Submitting Author

0000-0002-7621-3294

Submitting Author's Institution

École Doctorale de l'Institut Polytechnique de Paris

Submitting Author's Country

France