Long-term prediction of multiple types of time-varying network traffic using chunk-based ensemble learning

A Knapińska, P Lechowicz, W Węgier… - Applied Soft Computing, 2022 - Elsevier
With the development of networking technologies, global Internet traffic is constantly
increasing. Moreover, various traffic types associated with a variety of network services and …

On the benefits of joint optimization of reconfigurable CDN-ISP infrastructure

J Zerwas, I Poese, S Schmid… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
ISP networks have become a critical infrastructure in our society. Traffic in these networks is
growing and is increasingly dominated by a small number of large CDNs connecting at …

On advantages of traffic prediction and grooming for provisioning of time-varying traffic in multilayer networks

A Knapińska, P Lechowicz, S Spadaro… - … on Optical Network …, 2023 - ieeexplore.ieee.org
The constantly increasing traffic volume triggers the fast development of new optimization
methods for backbone optical networks. Operators seek new ways to improve several …

On feature selection in short-term prediction of backbone optical network traffic

A Knapińska, K Półtorak, D Poręba… - … on Optical Network …, 2022 - ieeexplore.ieee.org
The knowledge about future traffic volumes is beneficial for the network operators in many
areas. Short-term forecasting of multiple traffic types helps with efficient resource utilization …

Short-Term Network Traffic Prediction with Multilayer Perceptron

A Ganowicz, B Starosta, A Knapińska… - 2022 6th SLAAI …, 2022 - ieeexplore.ieee.org
The constantly increasing internet traffic and rising network requirements trigger fast
development and implementation of new networking architectures and technologies …

Agnostic Prediction of Multiple Types of Time-Varying Traffic in Optical Networks

A Knapińska, P Lechowicz, S Spadaro… - … 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
Relentless competition among communications ser-vice providers, increasing expectations
of users, and escalating variety of new applications and services trigger the need to develop …

Performance analysis of multilayer optical networks with time-varying traffic

A Knapińska, P Lechowicz, S Spadaro… - 2023 23rd …, 2023 - ieeexplore.ieee.org
In multilayer IP over optical networks, the optical layer provides the lightpaths to transmit
aggregated time-varying requests from the packet layer. By exploiting the traffic grooming …

Prediction of multiple types of traffic with a novel evaluation metric related to bandwidth blocking

A Knapińska, P Lechowicz… - GLOBECOM 2022-2022 …, 2022 - ieeexplore.ieee.org
With the ever-increasing traffic load, the prediction of future traffic patterns can bring
significant benefits to network optimization. The appropriate choice of a forecasting model is …

[HTML][HTML] Elastic optical bypasses for traffic bursts

E Biernacka, P Boryło, R Wójcik, J Domżał - Computer Communications, 2019 - Elsevier
In this paper, we introduce elastic optical bypasses to offload traffic bursts in Elastic Optical
Networks. Firstly, the principles of the proposed mechanisms are explained. Secondly, the …

Performance Analysis of Automatic Hidden Ligthpaths in Multi-Layer Networks

E Biernacka, J Domżał - Photonics, 2023 - mdpi.com
The problem of resource provisioning in multi-layer networks is an important issue. We
discuss and analyze resource provisioning in terms of the visibility of optical resources for …