User-centric Immersive Communications in 6G: A Data-oriented Framework via Digital Twin

Fuente: arXiv
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Main Authors: Zhou, Conghao, Hu, Shisheng, Gao, Jie, Huang, Xinyu, Zhuang, Weihua, Shen, Xuemin
Format: Preprint
Published: 2024
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author Zhou, Conghao
Hu, Shisheng
Gao, Jie
Huang, Xinyu
Zhuang, Weihua
Shen, Xuemin
author_facet Zhou, Conghao
Hu, Shisheng
Gao, Jie
Huang, Xinyu
Zhuang, Weihua
Shen, Xuemin
contents In this article, we present a novel user-centric service provision for immersive communications (IC) in 6G to deal with the uncertainty of individual user behaviors while satisfying unique requirements on the quality of multi-sensory experience. To this end, we propose a data-oriented framework for network resource management, featuring personalized data management that can support network modeling tailored to different user demands. Our framework leverages the digital twin (DT) technique as a key enabler. Particularly, a DT is established for each user, and the data attributes in the DT are customized based on the characteristics of the user. The DT functions, corresponding to various data operations, are customized in the development, evaluation, and update of network models to meet unique user demands. A trace-driven case study demonstrates the effectiveness of our framework in achieving user-centric IC and the significance of personalized data management in 6G.
format Preprint
id arxiv_https___arxiv_org_abs_2410_02688
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle User-centric Immersive Communications in 6G: A Data-oriented Framework via Digital Twin
Zhou, Conghao
Hu, Shisheng
Gao, Jie
Huang, Xinyu
Zhuang, Weihua
Shen, Xuemin
Networking and Internet Architecture
Artificial Intelligence
In this article, we present a novel user-centric service provision for immersive communications (IC) in 6G to deal with the uncertainty of individual user behaviors while satisfying unique requirements on the quality of multi-sensory experience. To this end, we propose a data-oriented framework for network resource management, featuring personalized data management that can support network modeling tailored to different user demands. Our framework leverages the digital twin (DT) technique as a key enabler. Particularly, a DT is established for each user, and the data attributes in the DT are customized based on the characteristics of the user. The DT functions, corresponding to various data operations, are customized in the development, evaluation, and update of network models to meet unique user demands. A trace-driven case study demonstrates the effectiveness of our framework in achieving user-centric IC and the significance of personalized data management in 6G.
title User-centric Immersive Communications in 6G: A Data-oriented Framework via Digital Twin
topic Networking and Internet Architecture
Artificial Intelligence
url https://arxiv.org/abs/2410.02688