Papers & Presentations

L. Kruse, S. Kühl, S. Pachnicke

Exact component parameter agnostic QoT estimation using spectral data-driven LSTM in optical networks

OFC 2022, San Diego, USA, 8-10 March 2022, OFC

B. Shariati, W. Baltzer, G. Bergk, P. Safari, J. K. Fischer

Interactive Visual Analytics Dashboard for the Paradigm of ML-assisted Autonomous Optical Networking [Demo]

Optical Fiber Communications (OFC) 2022, San Diego, USA, 8-10 March 2022, OFC

K. Abdelli, J. Cho, S. Pachnicke

Secure and Robust Federated Learning for Predictive Maintenance in Optical Networks

Workshop on Trustable, Verifiable and Auditable Federated Learning (FL-AAAI-22), Vancouver, Canada (or Virtual), 28 Feb – 01 March 2022, FL-AAI

K. Abdelli, J. Cho, C. Tropschug

ML-based Anomaly Detection in Optical Fiber Monitoring

Workshop on Artificial Intelligence for Cyber Security (AICS-22), Vancouver, Canada (or Virtual), 28 Feb – 01 March 2022, AICS

K. Abdelli, H. Griesser, C. Tropschug, S. Pachnicke

Optical Fiber Fault Detection and Localization in a Noisy OTDR Trace Based on Denoising Convolutional Autoencoder and Bidirectional Long Short-Term Memory

IEEE J. Lightw. Technol. (JLT), 2022

K. Abdelli, H. Griesser, S. Pachnicke

Federated Learning Approach for Lifetime Prediction of Semiconductor Lasers

OFC 2022, San Diego, USA, 8-10 March 2022

Nina Skorin-Kapov, Marija Furdek, Szilard Zsigmond, Lena Wosinska

Physical-layer security in evolving optical networks

TecDay for high school students (ECOC 2022), Basel, Switzerland, September 2022

Lars E. Kruse, Sebastian Kühl, Stephan Pachnicke

Generalizable QoT Estimation Based on Spectral Data Driven LSTM in Exact Component Parameter Agnostic Networks

Poster (ECOC 2022), Joint Poster Session I, Basel, Switzerland, September  2022

Kaida Kaeval, Frank Slyne, Sebastian Troia, Eoin Kenny, José-Juan Pedreño-Manresa, Sai K. Patri, Klaus Grobe, Daniel C. Kilper, Marco Ruffini, Gert Jervan

Exploring Service Margins for Optical Spectrum Services

Paper, Low Margin Optical Networks (ECOC 2022), Basel, Switzerland, September 2022

C. Santos, B. Shariati, R. Emmerich, C. Schmidt-Langhorst, C. Schubert, J. K. Fischer

Automated Dataset Generation for QoT Estimation in Coherent Optical Communication Systems

European Conference on Optical Communication (ECOC) 2022, Basel, Switzerland, September 2022

M. Balanici, G. Bergk, P. Safari, B. Shariati, J. K. Fischer, R. Freund

Demonstration of a Real-Time ML Pipeline for Traffic Forecasting in AI-Assisted F5G Optical Access Networks

European Conference on Optical Communication (ECOC) 2022, Basel, Switzerland, September 2022

L. Kruse, S. Pachnicke

EDFA Soft-Failure Detection and Lifetime Prediction based on Spectral Data using 1-D Convolutional Neural Network

Photonic Networks; 22th ITG Symposium, Online, 19.5.2021, PN

N. T. Khải, R. R. Reyes, T. Bauschert

Spectrum Defragmentation with Improved Lightpath Migration Scheme in Flex-grid Networks

2021 International Conference on Optical Network Design and Modeling (ONDM), Gothenburg, Sweden, 28 June-1 July 2021, ONDM

J. Pfeiffer, R. F.H. Fischer

Combining Scrambling and Multilevel Coding for Physical-Layer Security

Photonic Networks; 22th ITG Symposium, Online, 19-20 May 2021, PN

K. Abdelli, J. Cho, S. Pachnicke

Secure Collaborative Learning for Predictive Maintenance in Optical Networks

NordSec 2021, Online, 29-30 November 2021, NordSec

B. Shariati, P. Safari, G. Bergk, F. I. Oertel, J. K. Fischer

Inter-Operator Machine Learning Model Trading over Acumos AI Federated Marketplace

Recording

Optical Fiber Communications (OFC) 2021, Online, 6-10 June 2021, OFC

P. Safari, B. Shariati, G. Bergk, J. K. Fischer

Secure Multi-Party Computation and Statistics Sharing for ML Model Training in Multi-domain Multi-vendor Networks

European Conference on Optical Communication (ECOC), Bordeaux, France, 13-16 September 2021, ECOC

N. Hashemi, P. Safari, B. Shariati, J. K. Fischer

Vertical Federated Learning for Privacy-Preserving ML Model Development in Partially Disaggregated Networks

European Conference on Optical Communication (ECOC), Bordeaux, France, 13-16 September 2021, ECOC

R. Romero Reyes, T. Bauschert

Total service long-run incremental cost modelling in broadband FTTx architectures

Photonic Networks; 22th ITG Symposium, Online, May 19 2021, PN

R. Romero Reyes, S. Esati, and Thomas Bauschert

Traffic protection in multilayer core networks by optimum thinning of MPLS tunnel capacities

2021 International Conference on Optical Network Design and Modeling (ONDM), Gothenburg, Sweden, 28 June-1 July 2021, ONDM

R. Romero Reyes, T. Bauschert

Towards DRL-based Routing and Spectrum Assignment in Optical Networks: Lessons to be Learned from Markov Decision Processes

13th IEEE Latin-American Conference on Communications LATINCOM, Santo Domingo, Dominican Republic, 17–19 November 2021, LATINCOM

P. Ahr, M. Noushinfar and C. Lipps

RAM-Based PUFs: Comparing Static- and Dynamic Random Access Memory

Workshop on Next Generation Networks and Applications (NGNA), Kaiserslautern, Germany, 8 December 2021, NGNA

R. Reddy, S. Baradie and C. Lipps

Edge Computing and the FIfth Generation (5G) Mobile Communication: A Virtualized, Distributed Systesm Towards a New Networking Concept

Workshop on Next Generation Networks and Applications (NGNA), Kaiserslautern, Germany, 8 December 2021, NGNA

N. Omidsajedi, R. Reddy, J. Yi, J. Herbst, C. Lipps and H.D. Schotten

Latency optimized Deep Neural Networks (DNNs): An Artificial Intelligence Approach at the Edge using Multiprocessor System on Chip (MPSoC)

Mobile Communication – Technologies and Applications – 25. VDE/ITG Fachtagung Mobilkommunikation, Osnabrück, Germany, 3 – 4 November 2021, MC

C. Lipps, S. Baradie, M. Noushinfar, J. Herbst, A. Weinand and H.D., Schotten

Towards the Sixth Generation (6G) Wireless Systems: Thoughts on Physical Layer Security

Mobile Communication – Technologies and Applications – 25. VDE/ITG Fachtagung Mobilkommunikation, Osnabrück, Germany, 3 – 4 November 2022, MC

K. Abdelli, F. Azendorf, H. Griesser, C. Tropschug, S. Pachnicke

Gated Recurrent Unit based Autoencoder for Optical Link Fault Diagnosis in Passive Optical Networks

European Conference on Optical Communication (ECOC 2021), Bordeaux, France, September 2021