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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Optimization of cognitive optical networks

2017/27/B/ST7/00888

Keywords:

cognitive optical networks algorithms machine learning

Descriptors:

  • ST7_8: Communication networks
  • ST6_7: Artificial intelligence, intelligent systems, multi-agent systems
  • ST1_17: Applied mathematics

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 Walkowiak 

Number of co-investigators in the project: 5

Call: OPUS 14 - announced on 2017-09-15

Amount awarded: 557 200 PLN

Project start date (Y-m-d): 2018-09-03

Project end date (Y-m-d): 2022-09-02

Project duration:: 48 months (the same as in the proposal)

Project status: Project settled

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 (12)
  • Articles in post-conference publications (15)
  1. Machine learning classification and regression approaches for optical network traffic prediction
    Authors:
    Szostak D. Włodarczyk A., Walkowiak K.
    Academic press:
    Electronics (rok: 2021, tom: 10, strony: 45309), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/electronics10131578 - link to the publication
  2. RMSA Algorithms Resilient to Multiple Node Failures in Dynamic EONs
    Authors:
    Barbosa F., de Sousa A., Agra A., Walkowiak K., Goścień R.
    Academic press:
    Optical Switching and Networking (rok: 2021, tom: 42, strony: 100633), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.osn.2021.100633 - link to the publication
  3. Fragmentation Metrics and Fragmentation-Aware Algorithm for Spectrally/Spatially-Flexible Optical Networks
    Authors:
    Lechowicz P., Tornatore M., Włodarczyk A., Walkowiak K.
    Academic press:
    Journal of Optical Communications and Networking (rok: 2020, tom: 12, strony: 133-145), Wydawca: IEEE/OSA
    Status:
    Published
    DOI:
    10.1364/JOCN.382838 - link to the publication
  4. Hybrid Regression Model for Link Dimensioning in Spectrally-Spatially Flexible Optical Networks
    Authors:
    Wojciechowski S., Goścień R., Ksieniewicz P., Walkowiak K.
    Academic press:
    IEEE Access (rok: 2022, tom: 10, strony: 53810 - 53821), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/ACCESS.2022.3175193 - link to the publication
  5. Monte Carlo Tree Search with Last‑Good‑Reply Policy for Cognitive Optimization of Cloud‑Ready Optical Networks
    Authors:
    Aibin M., Walkowiak K.
    Academic press:
    Journal of Network and Systems Management (rok: 2020, tom: 28, strony: 1722–1744), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s10922-020-09555-8 - link to the publication
  6. Predeployment of Transponders for Dynamic Lightpath Provisioning in Translucent Spectrally–Spatially Flexible Optical Networks
    Authors:
    Walkowiak K., Klinkowski M., Włodarczyk A., Kasprzak A.
    Academic press:
    Applied Sciences (rok: 2020, tom: 10, strony: 45315), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/app10082802 - link to the publication
  7. Long-term traffic forecasting in optical networks using Machine Learning
    Authors:
    Szostak D., Włodarczyk A., Walkowiak K.
    Academic press:
    Journal of Network and Computer Applications , Wydawca: Elesvier
    Status:
    Submitted
    DOI:
    Brak - link to the publication
  8. Application of Machine Learning Algorithms for Traffic Forecasting in Dynamic Optical Networks with Service Function Chains
    Authors:
    Szostak D., Walkowiak K.,
    Academic press:
    Foundations of Computing and Decision Sciences (rok: 2020, tom: 45, strony: 217-232), Wydawca: Poznań University of Technology
    Status:
    Published
    DOI:
    10.2478/fcds-2020-0012 - link to the publication
  9. Efficient dynamic routing in Spectrally-Spatially Flexible Optical Networks based on traffic categorization and supervised learning methods
    Authors:
    Goścień R., Ksieniewicz P.
    Academic press:
    Optical Switching and Networking (rok: 2022, tom: 43, strony: 100650), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.osn.2021.100650 - link to the publication
  10. Machine Learning Assisted Optimization of Dynamic Crosstalk-Aware Spectrally-Spatially Flexible Optical Networks
    Authors:
    Klinkowski M., Ksieniewicz P., Jaworski M., Zalewski G., Walkowiak K.
    Academic press:
    Journal of Lightwave Technology (rok: 2020, tom: 38, strony: 1625 - 1635), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/JLT.2020.2967087 - link to the publication
  11. Modeling and Prediction of Daily Traffic Patterns—WASK and SIX Case Study
    Authors:
    Goścień R., Knapińska O., Włodarczyk A.
    Academic press:
    Electronics (rok: 2021, tom: 10, strony: 45314), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/electronics10141637 - link to the publication
  12. Regression-Based Fragmentation Metric and Fragmentation-Aware Algorithm in Spectrally-Spatially Flexible Optical Networks
    Authors:
    Lechowicz P.
    Academic press:
    Computer Communication (rok: 2021, tom: 175, strony: 156-176), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.comcom.2021.05.012 - link to the publication
  1. An Algorithm for Provisioning of Time-Varying Traffic in Translucent SDM Elastic Optical Networks
    Authors:
    Włodarczyk A., Lechowicz P., Szostak D., Walkowiak K.
    Conference:
    22nd International Conference on Transparent Optical Networks ICTON 2020 (rok: 2020, ), Wydawca: IEEE
    Data:
    konferencja July 19-23, 2020
    Status:
    Published
  2. Data Analytics for Improving Performance of Spectrally-Spatially Flexible Optical Networks
    Authors:
    Walkowiak K., Goścień R., Lechowicz P., Włodarczyk A., Klinkowski M.
    Conference:
    21th International Conference on Transparent Optical Networks ICTON 2019 (rok: 2019, ), Wydawca: IEEE
    Data:
    konferencja 43655
    Status:
    Published
  3. Short-Term Traffic Forecasting in Optical Network using Linear Discriminant Analysis Machine Learning Classifier
    Authors:
    Szostak D., Walkowiak K., Włodarczyk A.
    Conference:
    22nd International Conference on Transparent Optical Networks ICTON 2020 (rok: 2020, ), Wydawca: IEEE
    Data:
    konferencja July 19-23, 2020
    Status:
    Published
  4. Effective Worst-Case Crosstalk Estimation for Dynamic Translucent SDM Elastic Optical Networks
    Authors:
    Walkowiak K., Włodarczyk A., Klinkowski M.
    Conference:
    IEEE International Conference on Communications ICC 2019 (rok: 2019, ), Wydawca: IEEE
    Data:
    konferencja 43605
    Status:
    Published
  5. Employing supervised learning algorithms in the task of dynamic spectrally-spatially flexible optical networks optimization
    Authors:
    Ksieniewicz, Klinkowski M., Walkowiak K.
    Conference:
    Polskie Porozumienie na Rzecz Rozwoju Sztucznej Inteligencji PP-RAI 2019 (rok: 2019, ), Wydawca: Politechnika Wrocławska
    Data:
    konferencja 43754
    Status:
    Published
  6. Fragmentation Metrics in Spectrally-Spatially Flexible Optical Networks
    Authors:
    Lechowicz P., Tornatore M., Włodarczyk A. Walkowiak K.
    Conference:
    International Conference on Optical Network Design and Modeling ONDM 2019 (rok: 2019, ), Wydawca: Springer
    Data:
    konferencja 43598
    Status:
    Published
  7. Pattern recognition model to aid the optimization of dynamic spectrally-spatially flexible optical networks
    Authors:
    Ksieniewicz P., Goścień R., Klinkowski M., Walkowiak K.,
    Conference:
    20th International Conference on Computational Science ICCS 2020 (rok: 2020, ), Wydawca: Springer
    Data:
    konferencja June 3-5, 2020
    Status:
    Published
  8. Machine Learning Ensemble Methods for Optical Network Traffic Prediction
    Authors:
    Szostak D.
    Conference:
    14th International Conference on Computational Intelligence in Security for Information Systems (CISIS 2021) (rok: 2021, ), Wydawca: Spriner
    Data:
    konferencja September 22-24, 2021
    Status:
    Published
  9. Machine Learning Methods for Traffic Prediction in Dynamic Optical Networks with Service Chains
    Authors:
    Szostak D., Walkowiak K.
    Conference:
    21th International Conference on Transparent Optical Networks ICTON 2019 (rok: 2019, ), Wydawca: IEEE
    Data:
    konferencja 43655
    Status:
    Published
  10. Transponder Placement for Dynamic Lightpath Provisioning in Survivable Translucent Optical Networks
    Authors:
    Walkowiak K., Goścień R., Lechowicz P., Włodarczyk A., Klinkowski M.,
    Conference:
    22nd International Conference on Transparent Optical Networks ICTON 2020 (rok: 2020, ), Wydawca: IEEE
    Data:
    konferencja July 19-23, 2020
    Status:
    Published
  11. Brown-field Gradual Migration Planning Toward Spectrally-Spatially Flexible Optical Networks
    Authors:
    Lechowicz P., Perello J., Spadaro S., Walkowiak K.
    Conference:
    24th International Conference on Optical Network Design and Modeling ONDM 2020 (rok: 2020, ), Wydawca: IEEE
    Data:
    konferencja May 18-21, 2020
    Status:
    Published
  12. Comparison of Various Sharing Approaches in Survivable Translucent Optical Networks
    Authors:
    Walkowiak K., Goścień, R., Lechowicz P., Włodarczyk A.
    Conference:
    2021 International Conference on Computer Communications and Networks ICCCN (rok: 2021, ), Wydawca: IEEE
    Data:
    konferencja 19-22 July, 2021
    Status:
    Published
  13. Data Analytics for Re-dimensioning of SDM Links in Spectrally-Spatially Flexible Optical Networks
    Authors:
    Walkowiak K., Goścień R., Lechowicz P., Włodarczyk A., Klinkowski M.
    Conference:
    Photonic Networks and Devices 2019 (rok: 2019, ), Wydawca: OSA
    Data:
    konferencja 43675
    Status:
    Published
  14. Delayed Squeezed Dedicated Path Protection in Spectrally-Spatially Flexible Optical Networks
    Authors:
    Lechowicz P., Knapińska A., Walkowiak K.,
    Conference:
    12th International Workshop on Resilient Networks Design and Modeling (RNDM 2022) (rok: 2022, ), Wydawca: IEEE
    Data:
    konferencja 19-21 September 2022
    Status:
    Published
  15. Influence of Traffic Type on Traffic Prediction Quality in Dynamic Optical Networks with Service Chains
    Authors:
    Szostak D., Walkowiak K.
    Conference:
    Polskie Porozumienie na Rzecz Rozwoju Sztucznej Inteligencji PP-RAI 2019 (rok: 2019, ), Wydawca: Politechnika Wrocławska
    Data:
    konferencja 43754
    Status:
    Published

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