.png){kind=icon}
返回
End-to-End Data Analytics Framework for 5G Architecture
.png){kind=icon}
OA
AI
DOI：10.1109/ACCESS.2019.2902984.png)
.png){kind=icon}
.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Data analytics can be seen as a powerful tool for the fifth-generation (5G) communication system to enable the transformation of the envisioned challenging 5G features into a reality. In the current 5G architecture, some first features toward this direction have been adopted by introducing new functions in core and management domains that can either run analytics on collected communication-related data or can enhance the already supported network functions with statistics collection and prediction capabilities. However, possible further enhancements on 5G architecture may be required, which strongly depend on the requirements as set by vertical customers and the network capabilities as offered by the operator. In addition, the architecture needs to be flexible in order to deal with network changes and service adaptations as requested by verticals. This paper explicitly describes the requirements for deploying data analytics in a 5G system and subsequently presents the current status of standardization activities. The main contribution of this paper is the investigation and design of an integrated data analytics framework as a key enabling technology for the service-based architectures (SBAs). This framework introduces new functional entities for application-level, data network, and access-related analytics to be integrated into the already existing analytics functionalities and examines their interactions in a service-oriented manner. Finally, to demonstrate predictive radio resource management, we showcase a particular implementation for application and radio access network analytics, based on a novel database for collecting and analyzing radio measurements.
Keyword:
5G
architecture
data analytics
network slicing
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
3.6
论文数:
9.8W
被引数:
29.4W
机构
引用论文
分享收藏分享收藏Service-Tailored User-Plane Design Framework and Architecture Considerations in 5G Radio Access Networks.png)
IEEE ACCESSOAAI
IEEE ACCESSIF3.6
OAAI分享收藏Three-Dimensional Structure of Mannosyl-3-phosphoglycerate Phosphatase from Thermus thermophilus HB27: A New Member of the Haloalcanoic Acid Dehalogenase SuperfamilyBiochemistry
BiochemistryIF0
PREAI
分享收藏
查看更多内容