Revolutionizing QoE-Driven Network Management with Digital Agents in 6G

In this article, we present a digital agent (DA)-assisted network management framework for future sixth-generation (6G) networks considering user quality of experience (QoE). A novel QoE metric is defined by incorporating the impact of user behavioral dynamics and environmental complexity on quality of service (QoS). A two-level DA architecture is proposed to assist the QoE-driven network slicing and orchestration. Three potential solutions are presented from the perspectives of DA data collection, resource scheduling, and DA deployment. A case study demonstrates that the proposed framework can effectively improve user QoE compared with benchmark schemes.

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Publication Details

Journal
IEEE Communications Magazine
Published
2025-04-07
DOI
https://doi.org/10.1109/mcom.001.2400679
Citations
3
Primary Topic
Software-Defined Networks and 5G
Type
article
Field-Weighted Citation Impact
4.46
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article

Revolutionizing QoE-Driven Network Management with Digital Agents in 6G

Jianzhe Xue, Conghao Zhou, Xinyu Huang, Xiufang Shi et al.
3 citations
IEEE Communications Magazine
Software-Defined Networks and 5G
4.46
article

Revolutionizing QoE-Driven Network Management with Digital Agents in 6G

Jianzhe Xue, Conghao Zhou, Xinyu Huang, Xiufang Shi, Weihua Zhuang, Xuemin Shen
article en
3 citations

Abstract

In this article, we present a digital agent (DA)-assisted network management framework for future sixth-generation (6G) networks considering user quality of experience (QoE). A novel QoE metric is defined by incorporating the impact of user behavioral dynamics and environmental complexity on quality of service (QoS). A two-level DA architecture is proposed to assist the QoE-driven network slicing and orchestration. Three potential solutions are presented from the perspectives of DA data collection, resource scheduling, and DA deployment. A case study demonstrates that the proposed framework can effectively improve user QoE compared with benchmark schemes.

IEEE Communications MagazineVol. 64(2)
University of Waterloo (CA), Zhejiang University of Technology (CN), Nanjing University (CN)
Openalex Percentile: Top 6%
Software-Defined Networks and 5G
4.46
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Revolutionizing QoE-Driven Network Management with Digital Agents in 6G — Jianzhe Xue, Conghao Zhou, et al. · IEEE Communications Magazine (2025) | TGRS Research Map | TGRS