Machine Learning Assisted Quality of Transmission Estimation and Planning with Reduced Margins

2020 ◽  
pp. 211-222
Author(s):  
Konstantinos Christodoulopoulos ◽  
Ippokratis Sartzetakis ◽  
Polizois Soumplis ◽  
Emmanouel Varvarigos
Keyword(s):  
Machine Learning ◽  
Quality Of Transmission ◽  
Transmission Estimation

Accurate Quality of Transmission Estimation With Machine Learning

2019 ◽  
Vol 11 (3) ◽  
pp. 140 ◽  
Author(s):  
Ippokratis Sartzetakis ◽  
Konstantinos (Kostas) Christodoulopoulos ◽  
Emmanouel (Manos) Varvarigos
Keyword(s):  
Machine Learning ◽  
Quality Of Transmission ◽  
Transmission Estimation

scholarly journals Machine-Learning Method for Quality of Transmission Prediction of Unestablished Lightpaths

2018 ◽  
Vol 10 (2) ◽  
pp. A286 ◽  
Author(s):  
Cristina Rottondi ◽  
Luca Barletta ◽  
Alessandro Giusti ◽  
Massimo Tornatore
Keyword(s):  
Machine Learning ◽  
Machine Learning Method ◽  
Learning Method ◽  
Quality Of Transmission

scholarly journals Quality of Transmission Estimation and Short-Term Performance Forecast of Lightpaths

2020 ◽  
Vol 38 (10) ◽  
pp. 2807-2814 ◽  
Author(s):  
Sandra Aladin ◽  
Anh Vu Stephan Tran ◽  
Stephanie Allogba ◽  
Christine Tremblay
Keyword(s):  
Short Term ◽  
Quality Of Transmission ◽  
Term Performance ◽  
Transmission Estimation

scholarly journals Bayesian Optimization-Based Algorithm to Improve the Quality of Transmission Estimation

2021 ◽  
Author(s):  
Reda Ayassi ◽  
Ahmed Triki ◽  
Maxime Laye ◽  
Esther Le Rouzic ◽  
Noel Crespi ◽  
...  
Keyword(s):  
Bayesian Optimization ◽  
Quality Of Transmission ◽  
Transmission Estimation
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