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Title:Efficient resource allocation for ultra reliable low latency communication delay minimization in fifth generation networks
Authors:ID Ramesh, Parameswaran (Author)
ID Mohan, Bhuvaneswari (Author)
ID Rajamanickam, Hariharan (Author)
ID Jaikumar, Rishi Vharsun (Author)
ID Lakshmanasamy, Arun (Author)
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URL URL - Source URL, visit https://ojs.midem-drustvo.si/index.php/InfMIDEM/article/view/1926
 
URL URL - Source URL, visit https://ojs.midem-drustvo.si/index.php/InfMIDEM/article/view/1926
 
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Language:English
Typology:1.01 - Original Scientific Article
Organization:Logo MIDEM - Society for Microelectronics, Electronic Components and Materials
Abstract:In Modern world, Fifth Generation (5G) technology is ubiquitous, so it is necessary to meet all of its service requirements. Hence, resource allocation for every service is very important. This research addresses the problem of resource allocation for both Enhanced Mobile Broadband (eMBB) and Ultra Reliable Low Latency Communication (URLLC) users. The work comprises both static and dynamic resource allocation for eMBB and URLLC users. This research aims to minimize latency for URLLC users by taking into account the time and energy constraints of both eMBB and URLLC in static resource allocation, formulating these constraints as a convex optimisation problem. The results show that the static resource allocation strategy performs better than the fixed bandwidth and Central Processing Unit (CPU) cycle schemes. However, the use of static resource allocation becomes inefficient as the number of users increases. We propose a dynamic resource allocation strategy to address this issue, which uses online conformal prediction to schedule URLLC traffic on top of eMBB. The dynamic resource allocation strategy outperforms all previous resource allocation methods, ensuring 67% eMBB efficiency and 1 millisecond latency for URLLC users.
Keywords:5G, eMBB, URLLC, conformal prediction, resource allocation
Publication status:Published
Publication version:Version of Record
Publication date:01.01.2025
Year of publishing:2025
Number of pages:str. 37-45
Numbering:Vol. 55, no. 1
PID:20.500.12556/DiRROS-30229 New window
UDC:621.39
ISSN on article:0352-9045
DOI:10.33180/InfMIDEM2025.103 New window
COBISS.SI-ID:281441795 New window
Note:Besedilo v angl.;
Publication date in DiRROS:18.06.2026
Views:130
Downloads:121
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Record is a part of a journal

Title:Informacije MIDEM : časopis za mikroelektroniko, elektronske sestavne dele in materiale
Shortened title:Inf. MIDEM
Publisher:Strokovno društvo za mikroelektroniko, elektronske sestavne dele in materiale
ISSN:0352-9045
COBISS.SI-ID:1220612 New window

Licences

License:CC BY 4.0, Creative Commons Attribution 4.0 International
Link:http://creativecommons.org/licenses/by/4.0/
Description:This is the standard Creative Commons license that gives others maximum freedom to do what they want with the work as long as they credit the author.

Secondary language

Language:Slovenian
Title:Učinkovita dodelitev virov za izjemno zanesljivo komunikacijo z nizkimi zakasnitvami za zmanjšanje zakasnitev v omrežjih pete generacije
Abstract:V sodobnem svetu je tehnologija pete generacije (5G) prisotna povsod, zato je treba izpolniti vse zahteve glede storitev. Zelo pomembno je dodeljevanje virov za vsako storitev. Raziskava obravnava problem dodeljevanja virov za uporabnike izboljšanega mobilnega širokopasovnega omrežja (eMBB) in ultra zanesljivega komuniciranja z nizko zakasnitvijo (URLLC). Delo vključuje statično in dinamično dodeljevanje virov za uporabnike eMBB in URLLC. Cilj te raziskave je čim bolj zmanjšati zakasnitve za uporabnike URLLC z upoštevanjem časovnih in energetskih omejitev eMBB in URLLC pri statičnem dodeljevanju virov, pri čemer se te omejitve oblikujejo kot konveksni optimizacijski problem. Rezultati kažejo, da je strategija statičnega dodeljevanja virov boljša kot sheme s fiksno pasovno širino in cikli centralne procesne enote (CPU). Vendar, ko se poveča število uporabnikov, postane uporaba statičnega dodeljevanja virov neučinkovita. Predlagamo dinamično strategijo dodeljevanja virov za reševanje tega vprašanja, ki uporablja spletno konformno napovedovanje za načrtovanje prometa URLLC na vrhu eMBB. Dinamična strategija dodeljevanja virov je boljša od vseh prejšnjih metod dodeljevanja virov in zagotavlja 67-odstotno učinkovitost eMBB ter milisekundno zakasnitev za uporabnike URLLC.
Keywords:5G, eMBB, URLLC, konformno napovedovanje, dodeljevanje virov


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