University of Oulu

M. Rasti, S. K. Taskou, H. Tabassum and E. Hossain, "Evolution Toward 6G Multi-Band Wireless Networks: A Resource Management Perspective," in IEEE Wireless Communications, vol. 29, no. 4, pp. 118-125, August 2022, doi: 10.1109/MWC.006.2100536.

Evolution toward 6G multi-band wireless networks : a resource management perspective

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Author: Rasti, Mehdi1; Taskou, Shiva Kazemi2; Tabassum, Hina3;
Organizations: 1University of Oulu, Finland
2Amirkabir University of Technology, Iran
3York University, Canada
4University of Manitoba, Canada
Format: article
Version: accepted version
Access: open
Online Access: PDF Full Text (PDF, 1.1 MB)
Persistent link: http://urn.fi/urn:nbn:fi-fe202301031322
Language: English
Published: Institute of Electrical and Electronics Engineers, 2022
Publish Date: 2023-01-03
Description:

Abstract

In this article, we first present the vision, key performance indicators, key enabling techniques (KETs), and services of 6G wireless networks. Then, we highlight a series of general resource management (RM) challenges as well as unique RM challenges corresponding to each KET. The unique RM challenges in 6G necessitate the transformation of existing optimization-based solutions to artificial intelligence/machine learning-empowered solutions. In the sequel, we formulate a joint network selection and subchannel allocation problem for 6G multi-band network that provides both further enhanced mobile broadband (FeMBB) and extreme ultra reliable low latency communication (eURLLC) services to the terrestrial and aerial users. Our solution highlights the efficacy of multi-band network and demonstrates the robustness of dueling deep Q-network in obtaining efficient RM solution with faster convergence rate compared to deep Q-network and double deep Q-network algorithms.

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Series: IEEE wireless communications
ISSN: 1536-1284
ISSN-E: 1558-0687
ISSN-L: 1536-1284
Volume: 29
Issue: 4
Pages: 118 - 125
DOI: 10.1109/mwc.006.2100536
OADOI: https://oadoi.org/10.1109/mwc.006.2100536
Type of Publication: A1 Journal article – refereed
Field of Science: 213 Electronic, automation and communications engineering, electronics
Subjects:
6G
Funding: The work of M. Rasti was supported in part by the University of Oulu and the Academy of Finland Profi6 336449, and in part by Lappeenranta-Lahti University of Technology (LUT), Lappeenranta, Finland (within the project STREAM supported by JAES Foundation) during his visit to LUT. The work of H. Tabassum was supported by a Discovery Grant from the Natural Sciences and Engineering Research Council of Canada (NSERC). The work of E. Hossain was supported by a Discovery Grant from NSERC.
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