Revolutionizing QoE-Driven Network Management with Digital Agents in 6G
Fuente:
arXiv
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| Autores principales: | , , , , , |
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| Formato: | Preprint |
| Publicado: |
2024
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| Materias: | |
| Acceso en línea: | |
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| _version_ | 1866913702940246016 |
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| author | Shen, Xuemin Huang, Xinyu Xue, Jianzhe Zhou, Conghao Shi, Xiufang Zhuang, Weihua |
| author_facet | Shen, Xuemin Huang, Xinyu Xue, Jianzhe Zhou, Conghao Shi, Xiufang Zhuang, Weihua |
| contents | 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. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2412_14177 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Revolutionizing QoE-Driven Network Management with Digital Agents in 6G Shen, Xuemin Huang, Xinyu Xue, Jianzhe Zhou, Conghao Shi, Xiufang Zhuang, Weihua Networking and Internet Architecture 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. |
| title | Revolutionizing QoE-Driven Network Management with Digital Agents in 6G |
| topic | Networking and Internet Architecture |
| url | https://arxiv.org/abs/2412.14177 |