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Applications of AI and ML techniques for 5G wireless communications.
- Source :
-
AIP Conference Proceedings . 2024, Vol. 2971 Issue 1, p1-8. 8p. - Publication Year :
- 2024
-
Abstract
- Wireless communication systems must be able to support the high demands of new networks and devices in order to meet the rapidly expanding economic and cultural needs of human society. 5G/Beyond 5G systems must connect with a high number of devices, have significantly lower latency than 3G/4G wireless networks, and meet strict quality-of-service (QoS) requirements. The application of artificial intelligence (AI) and machine learning (ML) to wireless applications will be one of the primary and essential elements of 5G systems. These methods are used in all parts and building blocks of wireless systems at the physical, network, and application layers. Researchers from all over the world are very interested in the 5G criteria and these technologies. A 5G network needs AI technologies to be completely functional and effective. On the other hand, ML is a promising technology that may be applied to data processing. Existing generations broadcast using Internet Protocol (IP) broadband access, which is inefficient. Hence, in order to function 5G networks they must be proactive and predictive to ML and AI. In this regard, this paper highlights the role and significance of AI and ML in 5G communications and also provide potential future research directions. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 0094243X
- Volume :
- 2971
- Issue :
- 1
- Database :
- Academic Search Index
- Journal :
- AIP Conference Proceedings
- Publication Type :
- Conference
- Accession number :
- 177675718
- Full Text :
- https://doi.org/10.1063/5.0195817