Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

Keywords

Equipment

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Precise and reusable models of flow and flowlet properties in the Internet

2023/49/N/ST7/00532

Keywords:

computer networks network traffic model traffic engineering elephant flow flow-based networking software-defined networking reproducible research

Descriptors:

  • ST7_08:
  • ST6_10:
  • ST6_12:

Panel:

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

Host institution :

Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie, Wydział Informatyki, Elektroniki i Telekomunikacji

woj. małopolskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

Piotr Jurkiewicz 

Number of co-investigators in the project: 2

Call: PRELUDIUM 22 - announced on 2023-03-16

Amount awarded: 136 640 PLN

Project start date (Y-m-d): 2023-12-15

Project end date (Y-m-d): 2026-12-14

Project duration:: 36 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 (4)
  1. Machine Learning-Based Elephant Flow Classification on the First Packet
    Authors:
    Piotr Jurkiewicz, Bartosz Kadziołka, Mirosław Kantor, Jerzy Domżał, Robert Wójcik
    Academic press:
    IEEE Access (rok: 2024, tom: 12, strony: 105744-105760), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/ACCESS.2024.3436056 - link to the publication
  2. flow-models 2.2: Efficient and parallel elephant flow modeling with machine learning
    Authors:
    Piotr Jurkiewicz
    Academic press:
    SoftwareX (rok: 2024, tom: 28, strony: 101920), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.softx.2024.101920 - link to the publication
  3. Sample Weighting Methods for Compensating Class Imbalance in Elephant Flow Classification
    Authors:
    Piotr Jurkiewicz, Robert Wójcik, Jerzy Domżał
    Academic press:
    IEEE Access (rok: 2024, tom: 12, strony: 188122-188136), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/ACCESS.2024.3516508 - link to the publication
  4. Elephant Flow Detection With Random Forest Models Under Programmable Network Dataplane Constraints
    Authors:
    Piotr Jurkiewicz, Bartosz Kadziołka, Mirosław Kantor, Robert Wójcik, Jerzy Domżał
    Academic press:
    IEEE Access (rok: 2024, tom: 12, strony: 158561-158578), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/ACCESS.2024.3485588 - link to the publication

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