353 citations
- Christian-Albrechts-Universität zu KielDE12 papers
- Technical University of DenmarkDK5 papers
- Technical University of MunichDE4 papers
- Centre Tecnologic de Telecomunicacions de CatalunyaES2 papers
- Friedrich-Alexander-Universität Erlangen-NürnbergDE2 papers
- Mitsubishi Electric (United States)US2 papers
- Ørsted (Denmark)DK2 papers
- Vertilas (Germany)DE2 papers
- Consorzio Nazionale Interuniversitario per le TelecomunicazioniIT1 paper
- Deutsche Telekom (Germany)DE1 paper
- Deutsche Telekom (United Kingdom)GB1 paper
- Fraunhofer Institute for Telecommunications, Heinrich Hertz InstituteDE1 paper
Showing 2021Show all
3 papers · 1 filter
cs.NI2021★ 12 cited
A QoT Estimation Method using EGN-assisted Machine Learning for Network Planning Applications
Jasper Müller, Sai Kireet Patri, Tobias Fehenberger +3
An ML model based on precomputed per-channel SCI is proposed. Due to its superior accuracy over closed-form GN, an average SNR gain of 1.1 dB in an end-to-end link optimization and…
cs.NI2021★ 10 cited
Estimating Quality of Transmission in a Live Production Network using Machine Learning
Jasper Müller, Tobias Fehenberger, Sai Kireet Patri +4
We demonstrate QoT estimation in a live network utilizing neural networks trained on synthetic data spanning a large parameter space. The ML-model predicts the measured lightpath p…
cs.NI2021★ 18 cited
QoT Assessment of the Optical Spectrum as a Service in Disaggregated Network Scenarios
Kaida Kaeval, Tobias Fehenberger, Jim Zou +6
The potential to operate third-party terminals over multi-domain transparent optical networks attracts operators and customers to implement Optical Spectrum as a Service (OSaaS). A…