Joint user plane function instance and base station scheduling in mobile networks

IF 1.3 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC ETRI Journal Pub Date : 2023-12-16 DOI:10.4218/etrij.2023-0336
Seokwon Jang, Namseok Ko, Jaewook Lee, Yeunwoong Kyung, Haneul Ko
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Abstract

To guarantee a high data transmission rate in heterogeneous mobile networks, sufficient small base stations (SBSs) and user plane function (UPF) instances should be active. However, the excessive operation of SBSs and UPF instances can increase the operating expenditure (OPEX) for the network operator. To balance the data rate and OPEX, we propose a joint UPF instance–SBS scheduling algorithm (J-UBSA). In the proposed J-UBSA, a controller periodically determines the appropriate number of active SBSs and UPF instances based on estimated variations in session requests. The decision-making process is formulated as a constrained Markov decision process and converted into a linear programming model to obtain the optimal solution using a traditional algorithm with low complexity. Evaluation results demonstrate that J-UBSA can substantially reduce the OPEX while guaranteeing a suitable average data rate for mobile devices.
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移动网络中的用户平面功能实例和基站联合调度
为了保证异构移动网络的高数据传输速率,必须有足够的小型基站(SBS)和用户平面功能(UPF)实例处于活动状态。然而,SBS 和 UPF 实例的过度运行会增加网络运营商的运营支出(OPEX)。为了平衡数据速率和 OPEX,我们提出了一种 UPF 实例-SBS 联合调度算法(J-UBSA)。在建议的 J-UBSA 中,控制器根据会话请求的估计变化,定期确定活动 SBS 和 UPF 实例的适当数量。决策过程被表述为受限马尔可夫决策过程,并转换为线性规划模型,从而利用复杂度较低的传统算法获得最优解。评估结果表明,J-UBSA 可以大幅降低运营支出,同时保证移动设备具有合适的平均数据传输速率。
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来源期刊
ETRI Journal
ETRI Journal 工程技术-电信学
CiteScore
4.00
自引率
7.10%
发文量
98
审稿时长
6.9 months
期刊介绍: ETRI Journal is an international, peer-reviewed multidisciplinary journal published bimonthly in English. The main focus of the journal is to provide an open forum to exchange innovative ideas and technology in the fields of information, telecommunications, and electronics. Key topics of interest include high-performance computing, big data analytics, cloud computing, multimedia technology, communication networks and services, wireless communications and mobile computing, material and component technology, as well as security. With an international editorial committee and experts from around the world as reviewers, ETRI Journal publishes high-quality research papers on the latest and best developments from the global community.
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