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Proactive approach for preamble detection in 5G-NR PRACH using supervised machine learning and ensemble model

The physical random access channel (PRACH) is used in the uplink of cellular systems for initial access requests from the users. It is very hard to achieve low latency by implementing conventional methods in 5G. The performance of the system degrades when multiple users try to access the PRACH recei...

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Detalles Bibliográficos
Autores principales: Zehra, Syeda Sundus, Magarini, Maurizio, Qureshi, Rehan, Mustafa, Syed Muhammad Nabeel, Farooq, Faiza
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9120483/
https://www.ncbi.nlm.nih.gov/pubmed/35589934
http://dx.doi.org/10.1038/s41598-022-12349-4