Radio spectrum occupancy detection using federated machine learning
2021/41/N/ST7/01298
Keywords
Descriptors
- ST7_003: Inżynieria symulacji i modelowania
- ST7_010: Sprzętowa implementacja algorytmów
Panel
ST7 – Systems and communication engineering: electronics, communication, optoelectronics
Host institution
Politechnika Poznańska, Wydział Informatyki i Telekomunikacji
Voivodeship: wielkopolskie
Principal investigator (from the host institution)
Number of co-investigators in the project: 2
Call
PRELUDIUM 20 – announced on 2021-03-15
- Amount awarded
- 69 381 PLN
- Project start date
- 2022-01-26
- Project end date
- 2024-09-25
- Project duration
- 32 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 (3)
-
Porównanie metod detekcji zajętości widma radiowego z wykorzystaniem uczenia federacyjnego z oraz bez węzła centralnego
- Authors:
- Łukasz Kułacz
- Academic press:
- Przegląd Telekomunikacyjny - Wiadomości Telekomunikacyjne (year: 2022, volume: 4, pages: 421 - 424), Publisher: Wydawnictwo SIGMA-NOT
- Status:
- Published
- DOI:
- 10.15199/59.2022.4.72 – link to the publication
-
Federated Learning-Based Spectrum Occupancy Detection
- Authors:
- Łukasz Kułacz, Adrian Kliks
- Academic press:
- Sensors (year: 2023, volume: 23, pages: 6436-1 -- 6436-14), Publisher: MDPI
- Status:
- Published
- DOI:
- 10.3390/s23146436 – link to the publication
-
Rozproszone Wykrywanie Zajętości Widma Oparte na Uczeniu Federacyjnym
- Authors:
- Łukasz Kułacz, Adrian Kliks
- Academic press:
- Przegląd Telekomunikacyjny - Wiadomości Telekomunikacyjne (year: 2024, volume: 4, pages: 69-72), Publisher: Wydawnictwo SIGMA-NOT
- Status:
- Published
- DOI:
- 10.15199/59.2024.4.10 – link to the publication
Articles in post-conference publications (1)
-
Spectrum Occupancy Detection Supported by Federated Learning
- Authors:
- Łukasz Kułacz
- Conference:
- Proceedings of International Conference on Software, Telecommunications and Computer Networks (SoftCOM) (year: 2023, volume: 2023 International Conference on Software, Telecommunications and Computer Networks (SoftCOM), pages: 46025), Publisher: IEEE
- Date:
- conference 21-23 września 2023
- Status:
- Published
- DOI:
- 10.23919/SoftCOM58365.2023.10271668 – link to the publication