Aleksandra Knapinska

Showing 17 publications

2025

Hit-Less Dynamic Reallocation for Time-Varying Traffic in Translucent SDM Optical Networks

Adam Wlodarczyk, Aleksandra Knapinska, Piotr Lechowicz et al
25th International Conference on Transparent Optical Networks (ICTON 2025)
Paper in proceeding
2025

Experimental Analysis of Adaptive ML Classifiers for Dynamic Detection of Emerging Physical-Layer Attacks

Aleksandra Knapinska, Marija Furdek Prekratic
European Conference on Optical Communication, ECOC
Paper in proceeding
2025

Dynamic ML Model Updating Strategies for Detection of Evolving Network Attacks

Aleksandra Knapinska, Marija Furdek Prekratic
Proceedings of the 15th International Workshop on Resilient Networks Design and Modeling RNDM 2025
Paper in proceeding
2025

Provisioning Anycast Connections in Traffic-Prediction-Assisted Multilayer Networks

Aleksandra Knapinska, Piotr Lechowicz, Krzysztof Walkowiak
25th International Conference on Transparent Optical Networks (ICTON 2025)
Paper in proceeding
2025

Graph-Based Machine Learning Estimation Methods for Backbone Optical Network Optimization

Aleksandra Knapinska, Jakub Derda, Franciszek Strasburger et al
IEEE Transactions on Cognitive Communications and Networking. Vol. In Press
Journal article
2025

Explaining Aggregated Network Traffic Predictors

Aleksandra Knapinska, Krzysztof Walkowiak
2025 IFIP Networking Conference (IFIP Networking)
Paper in proceeding
2025

Energy Efficiency Analysis of Multilayer Networks with Time-Varying Traffic

Aleksandra Knapinska, Piotr Lechowicz, Salvatore Spadaro et al
25th International Conference on Transparent Optical Networks (ICTON 2025)
Paper in proceeding
2024

Machine Learning Assisted Provisioning of Time-Varying Traffic in Translucent Optical Networks

Adam Wlodarczyk, Aleksandra Knapinska, Piotr Lechowicz et al
IEEE Access. Vol. 12, p. 110193-110212
Journal article
2024

Liquid Neural Network-based Adaptive Learning vs. Incremental Learning for Link Load Prediction amid Concept Drift due to Network Failures

Omran Ayoub, Davide Andreoletti, Aleksandra Knapinska et al
Proceedings of the 2024 International Conference on Optical Network Design and Modeling, ONDM 2024
Paper in proceeding
2024

XAI-Guided Optimization of a Multilayer Network Regression Model

Katarzyna Duszynska, Pawel Polski, Michal Wlosek et al
2024 IFIP Networking Conference, IFIP Networking 2024, p. 769-774
Paper in proceeding
2024

Impact of Time-Varying Traffic Type on the Performance of Multilayer Networks

Aleksandra Knapinska, Piotr Lechowicz, Krzysztof Walkowiak
Proceedings of the 2024 20th International Conference on Network and Service Management: AI-Powered Network and Service Management for Tomorrow's Digital World, CNSM 2024
Paper in proceeding
2024

Impact of Geographical Constraints on the Performance of Intent-Based Networks

Aleksandra Knapinska, Piotr Lechowicz, Krzysztof Walkowiak
International Conference on Transparent Optical Networks
Paper in proceeding
2024

Application of Ensemble Regression Methods in Elastic Optical Network Optimization

Aleksandra Knapinska, Robert Kanimba, Yusuf Yeşilyurt et al
Other conference contribution
2024

Explainable Artificial Intelligence-Guided Optimization of ML-Based Traffic Prediction

Aleksandra Knapinska, Omran Ayoub, Cristina Rottondi et al
Proceedings of the 2024 International Conference on Optical Network Design and Modeling, ONDM 2024
Paper in proceeding
2024

Traffic weaver: Semi-synthetic time-varying traffic generator based on averaged time series

Piotr Lechowicz, Aleksandra Knapinska, Adam Włodarczyk et al
SoftwareX. Vol. 28
Journal article
2024

Adaptive Provisioning of Time-Varying Traffic in Translucent SDM Elastic Optical Networks

Adam Włodarczyk, Aleksandra Knapinska, Piotr Lechowicz et al
International Conference on Transparent Optical Networks
Paper in proceeding
2024

PRODIGY+: a robust progressive upgrade approach for elastic optical networks

Shrinivas Petale, Aleksandra Knapinska, Egemen Erbayat et al
Journal of Optical Communications and Networking. Vol. 16 (9), p. E48-E60
Journal article

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