8 citations · 21 across the 5 of their papers we have counts for
5 papers
A Fair Federated Learning Framework for Collaborative Network Traffic Prediction and Resource Allocation
Saroj Kumar Panda, Tania Panayiotou, Georgios Ellinas +1
In the beyond 5G era, AI/ML empowered realworld digital twins (DTs) will enable diverse network operators to collaboratively optimize their networks, ultimately improving end-user…
Machine Learning for Real-Time Anomaly Detection in Optical Networks
Sadananda Behera, Tania Panayiotou, Georgios Ellinas
This work proposes a real-time anomaly detection scheme that leverages the multi-step ahead prediction capabilities of encoder-decoder (ED) deep learning models with recurrent unit…
Modeling Soft-Failure Evolution for Triggering Timely Repair with Low QoT Margins
Sadananda Behera, Tania Panayiotou, Georgios Ellinas
In this work, the capabilities of an encoder-decoder learning framework are leveraged to predict soft-failure evolution over a long future horizon. This enables the triggering of t…
Robust QoT Assured Resource Allocation in Shared Backup Path Protection Based EONs
Venkatesh Chebolu, Sadananda Behera, Goutam Das
Survivability is mission-critical for elastic optical networks (EONs) as they are expected to carry an enormous amount of data. In this paper, we consider the problem of designing…
Effect of Transmission Impairments in CO-OFDM Based Elastic Optical Network Design
Sadananda Behera, Jithin George, Goutam Das
Coherent Optical Orthogonal Frequency Division Multiplexing (CO-OFDM) based Elastic Optical Network (EON) is one of the emerging technologies being considered for next generation h…