murphy_survey_NFP.pdf (4.15 MB)
Download fileFault Prediction for Heterogeneous Networks using Machine Learning : a Survey
preprint
posted on 2022-01-27, 19:51 authored by Killian MurphyKillian Murphy, Catherine Lepers, antoine lavignotteThis 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.euORCID of Submitting Author
0000-0002-7621-3294Submitting Author's Institution
École Doctorale de l'Institut Polytechnique de ParisSubmitting Author's Country
- France