{"title":"Weather-Adaptive Multi-Step Forecasting of State of Polarization Changes in Aerial Fibers Using Wavelet Neural Networks","authors":"Khouloud Abdelli, Matteo Lonardi, Jurgen Gripp, Samuel Olsson Fabien Boitier, Patricia Layec","doi":"arxiv-2409.03663","DOIUrl":null,"url":null,"abstract":"We introduce a novel weather-adaptive approach for multi-step forecasting of\nmulti-scale SOP changes in aerial fiber links. By harnessing the discrete\nwavelet transform and incorporating weather data, our approach improves\nforecasting accuracy by over 65% in RMSE and 63% in MAPE compared to baselines.","PeriodicalId":501280,"journal":{"name":"arXiv - CS - Networking and Internet Architecture","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2024-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - CS - Networking and Internet Architecture","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.03663","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
We introduce a novel weather-adaptive approach for multi-step forecasting of
multi-scale SOP changes in aerial fiber links. By harnessing the discrete
wavelet transform and incorporating weather data, our approach improves
forecasting accuracy by over 65% in RMSE and 63% in MAPE compared to baselines.
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