Publications

2026

Conference papers

“Placement et migration de conteneurs dans le cloud : vers un modèle MILP modulaire et ses briques d’optimisation” (ROADEF 2026)

Timon Roxard, Etienne Leclercq, Jonathan Rivalan

Journal papers

“A Survey on Dynamic SLAs for Fog Computing” (Software: Practice and Experience, 2026)

Christophe Cérin, Gladys Diaz, Jonathan Rivalan, Tarek Menouer, Khaled Boussetta

2025

Conference papers

“Sensing, Learning, and Protecting Optical Networks” (OFC 2025 (invited))

P. Layec, C. Delezoide, K. Abdelli, F. Boitier

“Machine Learning Based Failure Prediction for Optical Network Digital Twins” (OFC 2025)

C. Delezoide, P. Ramantanis, F. Boitier, P. Layec

“Detection of Fiber Macro-bending Anomalous Events in Operator Networks” (OFC 2025)

P. Ramantanis, S. Bigo, F. Boitier, A. Aghasaryan, C. Delezoide, M. Lonardi, P. Layec, A. Legacy, S. Chenard, E. Vercelli, G. Bellotti

“Scaling Optical Fiber Networks for Environmental Sensing” (IEEE summer topicals meeting series (SUM), 2025)

P. Layec, Q. Zhang, K. Abdelli, M. Tornatore, F. Boitier

“Dynamic configuration of Kubernetes containers resources with SLA classes” (PDCO 2025)

Tarek Menouer, Patrice Darmon, Christophe Cerin, Jonathan Rivalan

“Continual PDL drift detection and estimation in Optical Networks” (IEEE IPC 2025)

L. Shi, Q. Zhang, F. Boitier, M. Tornatore, P. Layec

“Demonstration of Linear and Nonlinear SNR Estimation Using a Commercial Transponder” (OFC 2025)

V. Bajaj, F. Buchali, F. Boitier, P. Ramantanis, V. Aref, P. Layec

“Nonlinearity Estimation leveraging PSD-based Monitoring and Machine Learning” (OFC 2025)

J. Girard-Jollet, L. Shi, F. Boitier, P. Layec

“Characterization of Inter- and Intrachannel Nonlinear Effects Under Different Channel Loading Conditions” (IEEE IPC 2025)

J. Girard-Jollet, L. Shi, F. Boitier, P. Layec, J.-C. Antona

Journal papers

“Vision Transformers for Anomaly Characterization in Optical Networks Using SOP Spectrograms” (Journal of Lightwave Technology, vol. 43, no. 4, Feb., 2025)

K. Abdelli, M. Lonardi, F. Boitier, D. Correa, J. Gripp, S. Olsson, P. Layec

L. Tomczyk, É. Awwad and C. Ware

2024

Conference papers

“Accuracy enhancement of an optical network digital twin based on open-source field data” (ECOC 2024)

A. Purkayastha, C. Delezoide, M. Lourdiane, C. Ware, P. Layec

“Identification of optical links with heterogeneous fiber types in a production network” (OFC 2024

E. Seve, S. Bigo, P. Layec

“Anomaly Detection and Localization in Optical Networks Using Vision Transformer and SOP Monitoring,” (OFC 2024)

K. Abdelli, M. Lonardi, J. Gripp, D. Correa, S. Olsson, F. Boitier, P. Layec

“Weather-Adaptive Multi-Step Forecasting of State of Polariza-tion Changes in Aerial Fibers Using Wavelet Neural Networks,” (ECOC 2024)

K. Abdelli, M. Lonardi, J. Gripp, S. Olsson, F. Boitier, P. Layec

“Unsupervised Anomaly Detection and Localization with Generative Adversarial Networks” (ECOC 2024)

K. Abdelli, M. Lonardi, J. Gripp, S. Olsson, F. Boitier, P. Layec

“Computer Vision for Anomaly Detection in Optical Networks with State of Polarization Image Data: Opportunities and Challenges” (ICTON 2024)

K. Abdelli, M. Lonardi, J. Gripp, S. Olsson, F. Boitier, P. Layec

“Regression assisted experimental validation for estimating distributed PDL in optical links” (ECOC 2024)

L. Shi, F. Boitier, C. Delezoide, P. Ramantanis, P. Layec

“Leveraging the SNR statistics to pinpoint a anomalous PDL element in optical links” (ACP 2024)

L. Shi, I. Andrenacci, F. Boitier, P. Ramantanis, P. Layec

L. Tomczyk, E. Awwad, D. Prato, C. Ware

“SLA dynamiques et Fog computing” (COMPAS 2024)

Amaury Sauret, Christophe Cérin, Khaled Boussetta, Gladys Diaz

“Tactical Orchestration - Network, Security, and Drone Intelligence for Mission-Critical Operations” (2024 EuCNC & 6G Summit)

Jani Suomalainen, Kimmo Ahola, Mirko Sailio, Gabor Kiss, Gabor Megyaszai, Rizwan Asif, Petri Jehkonen, Jonathan Rivalan

“KOptim: Kubernetes Optimization Framework” (2024 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW 2024)),

Tarek Menouer, Christophe Cérin, Patrice Darmon

“HOTS : A containers resource allocation hybrid method using machine learning and optimization” (International Conference on Optimization and Learning (2024 OLA)

Etienne Leclercq, Jonathan Rivalan, Céline Rouveirol, Frédéric Roupin

“Reactive Autoscaling of Kubernetes Nodes.” (FRAME in conjunction with ACM 2024)

Tarek Menouer, Christophe Cérin, Patrice Darmon

“HOTS : Allocation de ressources pour conteneurs par une méthode hybride machine learning - optimisation” (ROADEF 2024))

Etienne Leclercq, Jonathan Rivalan, Céline Rouveirol, Frédéric Roupin

Journal Papers

“On the Detection, Modeling and Mitigation of Anomalous QoT Fluctuations in Optical Networks” (Journal of Optical Communications and Networking, vol. 16, no. 5, 2024 )

C. Delezoide, H. Akbari, P. Ramantanis, F. Boitier, P. Layec

“Risky event classification leveraging transfer learning for very limited dataset in optical networks,” (Journal of Optical Communications and Networking, vol. 16, no. 7, 2024)

K. Abdelli, M. Lonardi, J. Gripp, S. Olsson, F. Boitier, P. Layec

“Effects of secured DNS transport on resolver performance” (ITU Journal on Future and Evolving Technologies, Volume 5 (2024), Issue 1, Pages 47-61)

Etienne Le Louet, Antoine Blin, Julien Sopena, Kamel Haddadou, Ahmed Amaou

Workshops

“CO2 Biller : des métriques systèmes à l’équivalence carbone” (2024 GDR RDE : Greendays Toulouse)

Jonathan Rivalan

2023

Conference papers

Effects of secured DNS transport on resolver performance," IEEE Symposium on Computers and Communications (ISCC 2023), pp. 238-244, doi: 10.1109/ISCC58397.2023.10217887

E. L. Louet, A. Blin, J. Sopena, A. Amamou and K. Haddadou

“The EcoIndex metric, reviewed from the perspective of Data Science techniques” (IEEE 47th Annual Computers, Software, and Applications Conference (COMPSAC 2023), pp. 1141-1146, doi: 10.1109/COMPSAC57700.2023.00172

Christophe Cérin, Denis Trystram and Tarek Menouer

Relaxing dispersion pre-distortion constraints of receiver-based power profile estimators; 2023 IEEE OECC Opto-Electronics and Communications Conference

Louis Tomczyk, Elie Awwad, Petros Ramantanis, Cedric Ware

Exploring code2vec and ASTminer for Python Code Embeddings; 2023 IEEE 3rd International Conference on Software Engineering and Artificial Intelligence

Long H. Ngo, Veeraraghavan Sekar, Etienne Leclercq, Jonathan Rivalan

Publications

2026

Conference papers

“Placement et migration de conteneurs dans le cloud : vers un modèle MILP modulaire et ses briques d’optimisation” (ROADEF 2026)

Journal papers

“A Survey on Dynamic SLAs for Fog Computing” (Software: Practice and Experience, 2026)

2025

Conference papers

“Sensing, Learning, and Protecting Optical Networks” (OFC 2025 (invited))

“Machine Learning Based Failure Prediction for Optical Network Digital Twins” (OFC 2025)

“Detection of Fiber Macro-bending Anomalous Events in Operator Networks” (OFC 2025)

“Scaling Optical Fiber Networks for Environmental Sensing” (IEEE summer topicals meeting series (SUM), 2025)

“Dynamic configuration of Kubernetes containers resources with SLA classes” (PDCO 2025)

“Continual PDL drift detection and estimation in Optical Networks” (IEEE IPC 2025)

“Demonstration of Linear and Nonlinear SNR Estimation Using a Commercial Transponder” (OFC 2025)

“Nonlinearity Estimation leveraging PSD-based Monitoring and Machine Learning” (OFC 2025)

“Characterization of Inter- and Intrachannel Nonlinear Effects Under Different Channel Loading Conditions” (IEEE IPC 2025)

Journal papers

“Vision Transformers for Anomaly Characterization in Optical Networks Using SOP Spectrograms” (Journal of Lightwave Technology, vol. 43, no. 4, Feb., 2025)

“Blind Polarisation Demultiplexing and Carrier Recovery Using FIR-based Variational AutoEncoder Equaliser for Probabilistic Constellation Shaping in Optical Fibre Communications” (Journal of Lightwave Technology 2025), doi: 10.1109/JLT.2025.3603685

2024

Conference papers

“Accuracy enhancement of an optical network digital twin based on open-source field data” (ECOC 2024)

“Identification of optical links with heterogeneous fiber types in a production network” (OFC 2024

“Anomaly Detection and Localization in Optical Networks Using Vision Transformer and SOP Monitoring,” (OFC 2024)

“Weather-Adaptive Multi-Step Forecasting of State of Polariza-tion Changes in Aerial Fibers Using Wavelet Neural Networks,” (ECOC 2024)

“Unsupervised Anomaly Detection and Localization with Generative Adversarial Networks” (ECOC 2024)

“Computer Vision for Anomaly Detection in Optical Networks with State of Polarization Image Data: Opportunities and Challenges” (ICTON 2024)

“Regression assisted experimental validation for estimating distributed PDL in optical links” (ECOC 2024)

“Leveraging the SNR statistics to pinpoint a anomalous PDL element in optical links” (ACP 2024)

“Blind State of Polarisation Monitoring Using Variational AutoEncoders-inspired Adaptive Filter" (accepted for presentation at IEEE/Optica European Conference on Optical Communications (ECOC 2024))

“SLA dynamiques et Fog computing” (COMPAS 2024)

“Tactical Orchestration - Network, Security, and Drone Intelligence for Mission-Critical Operations” (2024 EuCNC & 6G Summit)

“KOptim: Kubernetes Optimization Framework” (2024 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW 2024)),

“HOTS : A containers resource allocation hybrid method using machine learning and optimization” (International Conference on Optimization and Learning (2024 OLA)

“Reactive Autoscaling of Kubernetes Nodes.” (FRAME in conjunction with ACM 2024)

“HOTS : Allocation de ressources pour conteneurs par une méthode hybride machine learning - optimisation” (ROADEF 2024))

Journal Papers

“On the Detection, Modeling and Mitigation of Anomalous QoT Fluctuations in Optical Networks” (Journal of Optical Communications and Networking, vol. 16, no. 5, 2024 )

“Risky event classification leveraging transfer learning for very limited dataset in optical networks,” (Journal of Optical Communications and Networking, vol. 16, no. 7, 2024)

“Effects of secured DNS transport on resolver performance” (ITU Journal on Future and Evolving Technologies, Volume 5 (2024), Issue 1, Pages 47-61)

Workshops

“CO2 Biller : des métriques systèmes à l’équivalence carbone” (2024 GDR RDE : Greendays Toulouse)

2023

Conference papers

Effects of secured DNS transport on resolver performance," IEEE Symposium on Computers and Communications (ISCC 2023), pp. 238-244, doi: 10.1109/ISCC58397.2023.10217887

“The EcoIndex metric, reviewed from the perspective of Data Science techniques” (IEEE 47th Annual Computers, Software, and Applications Conference (COMPSAC 2023), pp. 1141-1146, doi: 10.1109/COMPSAC57700.2023.00172

Relaxing dispersion pre-distortion constraints of receiver-based power profile estimators; 2023 IEEE OECC Opto-Electronics and Communications Conference

Exploring code2vec and ASTminer for Python Code Embeddings; 2023 IEEE 3rd International Conference on Software Engineering and Artificial Intelligence