Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

Keywords

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Advanced methods for optimization of multilayer application-aware networks

2019/35/B/ST7/04272

Keywords:

application-aware networks multilayer network optical network optimization algorithms data analytics

Descriptors:

  • ST7_008:
  • ST6_006:
  • ST6_007:

Panel:

ST7 - Systems and communication engineering: electronics, communication, optoelectronics

Host institution :

Politechnika Wrocławska

woj. dolnośląskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

prof. Krzysztof Marek Walkowiak 

Number of co-investigators in the project: 4

Call: OPUS 18 - announced on 2019-09-16

Amount awarded: 736 608 PLN

Project start date (Y-m-d): 2020-10-01

Project end date (Y-m-d): 2025-09-30

Project duration:: 60 months (the same as in the proposal)

Project status: Pending project

Project description

Download the project description in a pdf file

Note - project descriptions were prepared by the authors of the applications themselves and placed in the system in an unchanged form.

Information in the final report

  • Publication in academic press/journals (15)
  • Articles in post-conference publications (21)
  1. On the Efficient Flow Restoration in Spectrally-Spatially Flexible Optical Networks
    Authors:
    Goścień R.
    Academic press:
    Electronics (rok: 2021, tom: 10, strony: 45675), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/electronics10121468 - link to the publication
  2. On the Efficient Flow Restoration in Spectrally-Spatially Flexible Optical Networks
    Authors:
    Goścień R.
    Academic press:
    Electronics (rok: 2021, tom: 10, strony: 45675), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/electronics10121468 - link to the publication
  3. Traffic-aware service relocation in software-defined and intent-based elastic optical networks
    Authors:
    R Goścień
    Academic press:
    Computer Networks (rok: 2023, tom: Volume 225, April 2023, 109660, strony: 45671), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.comnet.2023.109660 - link to the publication
  4. Long-term prediction of multiple types of time-varying network traffic using chunk-based ensemble learning
    Authors:
    Aleksandra Knapińska, Piotr Lechowicz, Weronika Węgier, Krzysztof Walkowiak
    Academic press:
    Applied Soft Computing , Wydawca: Elsevier
    Status:
    Submitted
  5. Link load prediction in an optical network with restoration mechanisms
    Authors:
    A. Knapinska, R. Goscien, P. Lechowicz and K. Walkowiak
    Academic press:
    Journal of Optical Communications and Networking (rok: 2023, tom: 15, strony: B42 - B52), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1364/JOCN.479849 - link to the publication
  6. Long-term prediction of multiple types of time-varying network traffic using chunk-based ensemble learning
    Authors:
    Aleksandra Knapińska, Piotr Lechowicz, Weronika Węgier, Krzysztof Walkowiak
    Academic press:
    Applied Soft Computing (rok: 2022, tom: 130, strony: 45676), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.asoc.2022.109694 - link to the publication
  7. Fragmentation-Aware Traffic Grooming with Lane Changes in Spectrally–Spatially Flexible Optical Networks
    Authors:
    Lechowicz P., Knapińska A., Goścień R.
    Academic press:
    Electronics (rok: 2021, tom: 10, strony: 45679), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/electronics10121502 - link to the publication
  8. On the Efficient Flow Restoration in Spectrally-Spatially Flexible Optical Networks
    Authors:
    Goścień R.
    Academic press:
    Electronics (rok: 2021, tom: 10, strony: 45675), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/electronics10121468 - link to the publication
  9. Fragmentation-Aware Traffic Grooming with Lane Changes in Spectrally–Spatially Flexible Optical Networks
    Authors:
    Lechowicz P., Knapińska A., Goścień R.
    Academic press:
    Electronics (rok: 2021, tom: 10, strony: 45679), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/electronics10121502 - link to the publication
  10. Fragmentation-Aware Traffic Grooming with Lane Changes in Spectrally–Spatially Flexible Optical Networks
    Authors:
    Lechowicz P., Knapińska A., Goścień R.
    Academic press:
    Electronics (rok: 2021, tom: 10, strony: 45679), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/electronics10121502 - link to the publication
  11. Traffic-aware service relocation in software-defined and intent-based elastic optical networks
    Authors:
    R Goścień
    Academic press:
    Computer Networks (rok: 2023, tom: Volume 225, April 2023, 109660, strony: 45671), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.comnet.2023.109660 - link to the publication
  12. Long-term prediction of multiple types of time-varying network traffic using chunk-based ensemble learning
    Authors:
    Aleksandra Knapińska, Piotr Lechowicz, Weronika Węgier, Krzysztof Walkowiak
    Academic press:
    Applied Soft Computing (rok: 2022, tom: 130, strony: 45676), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.asoc.2022.109694 - link to the publication
  13. Modeling and Prediction of Daily Traffic Patterns—WASK and SIX Case Study
    Authors:
    Goścień R., Knapińska A., Włodarczyk A.
    Academic press:
    Electronics (rok: 2021, tom: 10, strony: 45680), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/electronics10141637 - link to the publication
  14. Modeling and Prediction of Daily Traffic Patterns—WASK and SIX Case Study
    Authors:
    Goścień R., Knapińska A., Włodarczyk A.
    Academic press:
    Electronics (rok: 2021, tom: 10, strony: 45680), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/electronics10141637 - link to the publication
  15. Modeling and Prediction of Daily Traffic Patterns—WASK and SIX Case Study
    Authors:
    Goścień R., Knapińska A., Włodarczyk A.
    Academic press:
    Electronics (rok: 2021, tom: 10, strony: 45680), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/electronics10141637 - link to the publication
  1. Prediction of Multiple Types of Traffic with a Novel Evaluation Metric Related to Bandwidth Blocking
    Authors:
    Knapińska A., Lechowicz P., Walkowiak K.
    Conference:
    Proceedings of the IEEE Global Communications Conference Globecom 2022 (rok: 2022, tom: the IEEE Global Communications Conference Globecom 2022, strony: 45663), Wydawca: IEEE
    Data:
    konferencja December 4-8, 2022
    Status:
    Published
    DOI:
    10.1109/GLOBECOM48099.2022.10001028 - link to the publication
  2. Agnostic Prediction of Multiple Types of Time-Varying Traffic in Optical Networks
    Authors:
    Knapińska A., Lechowicz P., Spadaro S., Walkowiak K.
    Conference:
    Proceedings of the IEEE Global Communications Conference Globecom 2023 (rok: 2023, tom: IEEE Global Communications Conference Globecom 2023, strony: 45663), Wydawca: IEEE
    Data:
    konferencja December 4-8, 2023
    Status:
    Published
    DOI:
    10.1109/GLOBECOM54140.2023.10436763 - link to the publication
  3. On Feature Selection in Short-Term Prediction of Backbone Optical Network Traffic
    Authors:
    Knapińska A., Półtorak K., Poręba D., Miszczyk J., Daniluk M., Walkowiak K.
    Conference:
    Proceedings of the 2022 International Conference on Optical Network Design and Modeling (ONDM) (rok: 2022, tom: 2022 International Conference on Optical Network Design and Modeling (ONDM), strony: 45663), Wydawca: IEEE
    Data:
    konferencja 16-19 May, 2022
    Status:
    Published
    DOI:
    10.23919/ONDM54585.2022.9782850 - link to the publication
  4. On Advantages of Traffic Prediction and Grooming for Provisioning of Time-Varying Traffic in Multilayer Networks
    Authors:
    Knapinska A., Lechowicz P., Spadaro S., Walkowiak K.
    Conference:
    Proceedings of the 2023 International Conference on Optical Network Design and Modeling (ONDM) (rok: 2023, tom: 2023 International Conference on Optical Network Design and Modeling (ONDM), 2023, strony: 45663), Wydawca: IEEE
    Data:
    konferencja 08-11 May, 2023
    Status:
    Published
  5. On Advantages of Traffic Prediction and Grooming for Provisioning of Time-Varying Traffic in Multilayer Networks
    Authors:
    Knapinska A., Lechowicz P., Spadaro S., Walkowiak K.
    Conference:
    Proceedings of the 2023 International Conference on Optical Network Design and Modeling (ONDM) (rok: 2023, tom: 2023 International Conference on Optical Network Design and Modeling (ONDM), 2023, strony: 45663), Wydawca: IEEE
    Data:
    konferencja 08-11 May, 2023
    Status:
    Accepted for publication
  6. Short-term network traffic prediction with multilayer perceptron
    Authors:
    Ganowicz A., Starosta B., Knapińska A., Walkowiak K.
    Conference:
    Proceedings of the 6th SLAAI International Conference on Artificial Intelligence (rok: 2022, tom: 6th SLAAI International Conference on Artificial Intelligence (SLAAI-ICAI), strony: 45663), Wydawca: IEEE
    Data:
    konferencja 1-2 December, 2022
    Status:
    Published
    DOI:
    10.1109/SLAAI-ICAI56923.2022.10002431 - link to the publication
  7. Forecasting the network traffic with PROPHET
    Authors:
    Cembaluk P., Aniszewski J., Knapińska A., Walkowiak K.
    Conference:
    Proceedings of the 3rd Polish Conference on Artificial Intelligence April 25-27, 2022, Gdynia, Poland (rok: 2022, tom: 3rd Polish Conference on Artificial Intelligence PP-RAI'2022, strony: 215-218), Wydawca: Publishing House of Gdynia Maritime University
    Data:
    konferencja April 25-27, 2022
    Status:
    Published
    DOI:
    link to the publication
  8. Combining Random Forest and Linear Regression to Improve Network Traffic Prediction
    Authors:
    Ułanowicz B., Dopart D., Knapińska A., Lechowicz P., Walkowiak K.
    Conference:
    Proceedings of the 23rd International Conference on Transparent Optical Networks (ICTON) 2023) (rok: 2023, tom: 23rd International Conference on Transparent Optical Networks (ICTON) 2023), strony: 45661), Wydawca: IEEE
    Data:
    konferencja July 2-6, 2023
    Status:
    Published
    DOI:
    10.1109/ICTON59386.2023.10207506 - link to the publication
  9. Prediction of Multiple Types of Traffic with a Novel Evaluation Metric Related to Bandwidth Blocking
    Authors:
    Knapińska A., Lechowicz P., Walkowiak K.
    Conference:
    Proceedings of the IEEE Global Communications Conference Globecom 2022 (rok: 2022, tom: the IEEE Global Communications Conference Globecom 2022, strony: 45663), Wydawca: IEEE
    Data:
    konferencja December 4-8, 2022
    Status:
    Published
    DOI:
    10.1109/GLOBECOM48099.2022.10001028 - link to the publication
  10. Machine-learning based prediction of multiple types of network traffic
    Authors:
    Knapińska A., Lechowicz P., Walkowiak K.
    Conference:
    Proceedings of the International Conference on Computational Science ICCS 2021 (rok: 2021, tom: ICCS, strony: 122–136), Wydawca: Springer
    Data:
    konferencja June 16-18, 2021
    Status:
    Published
    DOI:
    10.1007/978-3-030-77961-0_12 - link to the publication
  11. Machine-learning based prediction of multiple types of network traffic
    Authors:
    Knapińska A., Lechowicz P., Walkowiak K.
    Conference:
    Proceedings of the International Conference on Computational Science ICCS 2021 (rok: 2021, tom: ICCS, strony: 122–136), Wydawca: Springer
    Data:
    konferencja June 16-18, 2021
    Status:
    Published
    DOI:
    10.1007/978-3-030-77961-0_12 - link to the publication
  12. Machine-learning based prediction of multiple types of network traffic
    Authors:
    Knapińska A., Lechowicz P., Walkowiak K.
    Conference:
    Proceedings of the International Conference on Computational Science ICCS 2021 (rok: 2021, tom: ICCS, strony: 122–136), Wydawca: Springer
    Data:
    konferencja June 16-18, 2021
    Status:
    Published
    DOI:
    10.1007/978-3-030-77961-0_12 - link to the publication
  13. Efficient Network Traffic Prediction After a Node Failure
    Authors:
    Goścień R., Knapińska A.
    Conference:
    Proceedings of the 2022 International Conference on Optical Network Design and Modeling (rok: 2022, tom: 2022 International Conference on Optical Network Design and Modeling (ONDM), strony: 45663), Wydawca: IEEE
    Data:
    konferencja 16-19 May, 2022
    Status:
    Published
    DOI:
    10.23919/ONDM54585.2022.9782837 - link to the publication
  14. Short-term network traffic prediction with multilayer perceptron
    Authors:
    Ganowicz A., Starosta B., Knapińska A., Walkowiak K.
    Conference:
    Proceedings of the 6th SLAAI International Conference on Artificial Intelligence (rok: 2022, tom: 6th SLAAI International Conference on Artificial Intelligence (SLAAI-ICAI), strony: 45663), Wydawca: IEEE
    Data:
    konferencja 1-2 December, 2022
    Status:
    Published
    DOI:
    10.1109/SLAAI-ICAI56923.2022.10002431 - link to the publication
  15. Forecasting the network traffic with PROPHET
    Authors:
    Cembaluk P., Aniszewski J., Knapińska A., Walkowiak K.
    Conference:
    Proceedings of the 3rd Polish Conference on Artificial Intelligence April 25-27, 2022, Gdynia, Poland (rok: 2022, tom: 3rd Polish Conference on Artificial Intelligence PP-RAI'2022, strony: 215-218), Wydawca: Publishing House of Gdynia Maritime University
    Data:
    konferencja April 25-27, 2022
    Status:
    Published
    DOI:
    link to the publication
  16. Efficient Network Traffic Prediction After a Node Failure
    Authors:
    Goścień R., Knapińska A.
    Conference:
    Proceedings of the 2022 International Conference on Optical Network Design and Modeling (rok: 2022, tom: 2022 International Conference on Optical Network Design and Modeling (ONDM), strony: 45663), Wydawca: IEEE
    Data:
    konferencja 16-19 May, 2022
    Status:
    Published
    DOI:
    10.23919/ONDM54585.2022.9782837 - link to the publication
  17. Short-term network traffic prediction with multilayer perceptron
    Authors:
    Agnieszka Ganowicz, Bartosz Starosta, and Aleksandra Knapińska
    Conference:
    14th Asian Conference on Intelligent Information and Database Systems (tom: ACIIDS, strony: )
    Status:
    Submitted
  18. On Feature Selection in Short-Term Prediction of Backbone Optical Network Traffic
    Authors:
    Knapińska A., Półtorak K., Poręba D., Miszczyk J., Daniluk M., Walkowiak K.
    Conference:
    Proceedings of the 2022 International Conference on Optical Network Design and Modeling (ONDM) (rok: 2022, tom: 2022 International Conference on Optical Network Design and Modeling (ONDM), strony: 45663), Wydawca: IEEE
    Data:
    konferencja 16-19 May, 2022
    Status:
    Published
    DOI:
    10.23919/ONDM54585.2022.9782850 - link to the publication
  19. Performance Analysis of Multilayer Optical Networks with Time-Varying Traffic
    Authors:
    Knapińska A., Lechowicz P., Spadaro S., Walkowiak K.
    Conference:
    Proceedings of the 23rd International Conference on Transparent Optical Networks (ICTON 2023) (rok: 2023, tom: 23rd International Conference on Transparent Optical Networks (ICTON 2023), strony: 45661), Wydawca: IEEE
    Data:
    konferencja July 2-6, 2023
    Status:
    Published
    DOI:
    10.1109/ICTON59386.2023.10207179 - link to the publication
  20. Data Aggregation and Clustering for Traffic Prediction in Backbone Optical Networks
    Authors:
    Knapińska A., Lechowicz P., Włodarczyk A., Walkowiak K.
    Conference:
    Proceedings of the 2023 International Conference on Optical Network Design and Modeling (ONDM) (rok: 2023, tom: 2023 International Conference on Optical Network Design and Modeling (ONDM), strony: 45660), Wydawca: IFIP
    Data:
    konferencja 08-11 May, 2023
    Status:
    Published
  21. Data Aggregation and Clustering for Traffic Prediction in Backbone Optical Networks
    Authors:
    Knapińska A., Lechowicz P., Włodarczyk A., Walkowiak K.
    Conference:
    Proceedings of the 2023 International Conference on Optical Network Design and Modeling (ONDM) (rok: 2023, tom: 2023 International Conference on Optical Network Design and Modeling (ONDM), strony: 45660), Wydawca: IEEE
    Data:
    konferencja 08-11 May, 2023
    Status:
    Accepted for publication

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