Fairness-aware placement of multiple aerial base stations in wireless networks

IF 2.1 4区 计算机科学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Wireless Networks Pub Date : 2024-07-05 DOI:10.1007/s11276-024-03805-2
Mojtaba Shojaei, Ali Hosseini, Alireza Shafieinejad
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Abstract

In this paper, we investigate the joint placement of aerial Base Stations (BSs) and power control of BSs and users’ association to maximize the sum of the receive rates of end users. We formulate this problem as a mixed integer nonlinear optimization problem and propose a heuristic algorithm based on clustering. The algorithm focuses on a set of users with the lowest rates and clusters them into k groups. The centroid of each group is considered as a candidate for the initial placement of an aerial BS. The optimization loop starts by locating an aerial BS and then proceeds to three subalgorithms: updating power control, users’ association update, and aerial BS location. The results show that adding a single aerial BS improves the average user rate by approximately 18%, while reducing the total transmission power by 44%. Moreover, our proposed algorithm outperforms baseline PSO (Particle Swarm Optimization) schemes in terms of average user rate.

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无线网络中多个空中基站的公平感知布局
在本文中,我们研究了空中基站(BS)的联合布置、BS 的功率控制以及用户关联,以最大化终端用户的接收率之和。我们将这一问题表述为一个混合整数非线性优化问题,并提出了一种基于聚类的启发式算法。该算法侧重于一组速率最低的用户,并将其聚类为 k 组。每个组的中心点被视为空中基站初始位置的候选者。优化循环从定位空中基站开始,然后进行三个子算法:更新功率控制、用户关联更新和空中基站定位。结果表明,增加一个空中基站可将平均用户速率提高约 18%,同时将总传输功率降低 44%。此外,就平均用户速率而言,我们提出的算法优于基线 PSO(粒子群优化)方案。
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来源期刊
Wireless Networks
Wireless Networks 工程技术-电信学
CiteScore
7.70
自引率
3.30%
发文量
314
审稿时长
5.5 months
期刊介绍: The wireless communication revolution is bringing fundamental changes to data networking, telecommunication, and is making integrated networks a reality. By freeing the user from the cord, personal communications networks, wireless LAN''s, mobile radio networks and cellular systems, harbor the promise of fully distributed mobile computing and communications, any time, anywhere. Focusing on the networking and user aspects of the field, Wireless Networks provides a global forum for archival value contributions documenting these fast growing areas of interest. The journal publishes refereed articles dealing with research, experience and management issues of wireless networks. Its aim is to allow the reader to benefit from experience, problems and solutions described.
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