Survey on Machine Learning for Intelligent End-to-End Communication Toward 6G: From Network Access, Routing to Traffic Control and Streaming Adaption.

Survey on Machine Learning for Intelligent End-to-End Communication Toward 6G: From Network Access, Routing to Traffic Control and Streaming Adaption.

Registration ID: IJNRD_189092

Published ID: IJNRD2303280

DOI: Click Here to Get

Shravani Amar , M.Mounika

End-to-end, quality of service (QoS), quality of experience (QoE), machine learning (ML), deep learning (DL), network access, resource allocation, channel assignment, routing, congestion control, adaptive streaming control, adaptive bitrate streaming (ABR).

The end-to-end quality of service (QoS) and quality of experience (QoE) guarantee is quite important for network optimization. The current 5G and conceived 6G network in the future with ultra high density, bandwidth, mobility and large scale brings urgent requirement of high efficient end-to-end optimization methods. The conventional network optimization methods without learning and intelligent decision ability are hard to handle the high complexity and dynamic scenarios of 6G. Recently, machine learning based QoS and QoE aware network optimization algorithms emerge as a hot research area and attract much attention, which is widely acknowledged as the poten- tial solution for end-to-end optimization in 6G. However, there are still many critical issues of employing machine learning in networks, especially in 6G. In this paper, we give a compre- hensive survey on the recent machine learning based network optimization methods to guarantee the end-to-end QoS and QoE. To easy to follow, we introduce the investigated works following the end-to-end transmission flow from network access, routing to network congestion control and adaptive steaming control. Then we discuss some open issues and potential future research directions.

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"Survey on Machine Learning for Intelligent End-to-End Communication Toward 6G: From Network Access, Routing to Traffic Control and Streaming Adaption.", IJNRD - INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (www.IJNRD.org), ISSN:2456-4184, Vol.8, Issue 3, page no.c712-c728, March-2023, Available :https://ijnrd.org/papers/IJNRD2303280.pdf

Volume 8 Issue 3, March-2023

Pages : c712-c728

Paper Reg. ID: IJNRD_189092

Published Paper Id: IJNRD2303280

Downloads: 000121115

Research Area: Computer Engineering 

Country: hyderabad, Telangana, Inida

Published Paper PDF: https://ijnrd.org/papers/IJNRD2303280.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2303280

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016

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This work is licensed under a Creative Commons Attribution 4.0 International License and The Open Definition

Call For Paper - Volume 10 | Issue 8 | August 2025

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