New Formulations for Optimal User Coverage using 5G Millimeter-Wave-based Networks

P. Adasme, Sergio Cordero, I. Soto, A. D. Firoozabadi
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Abstract

In this paper, we consider two optimization problems related to 5G millimeter wave (mmWave) networks. The first one consists of maximizing the number of covered users using a predefined number of base stations (BSs) while simultaneously minimizing the distances between users and BSs. Whereas the second one minimizes the total number of BSs required to cover all users in the network. Notice that mmWave technology has been conceived in the literature as one of the most promising techniques for 5G networks. However, there are still several issues to be addressed before this technology can be used massively in real-life networks. For example, mmWaves cannot penetrate walls easily and their path loss is high which reduces the transmission distances. We propose mixed-integer programming models to deal with these problems. Our models can solve instances with up to 100 BSs and 1000 users optimally. Our numerical results indicate that minimizing the distances between users and BSs and maximizing user coverage simultaneously leads to instances that are significantly harder to solve. Finally, we report the minimum number of BSs required to cover all users in the network together with the minimum radius that makes it possible.
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使用5G毫米波网络实现最佳用户覆盖的新配方
在本文中,我们考虑了与5G毫米波(mmWave)网络相关的两个优化问题。第一种方法是使用预定义的基站(BSs)数量最大化覆盖的用户数量,同时最小化用户与BSs之间的距离。而第二种方法则最小化了覆盖网络中所有用户所需的BSs总数。请注意,毫米波技术在文献中被认为是5G网络最有前途的技术之一。然而,在这项技术大规模应用于现实生活网络之前,仍有几个问题需要解决。例如,毫米波不能轻易穿透墙壁,其路径损耗高,这减少了传输距离。我们提出了混合整数规划模型来处理这些问题。我们的模型可以最优地解决多达100个BSs和1000个用户的实例。我们的数值结果表明,最小化用户和BSs之间的距离并同时最大化用户覆盖率会导致更难以解决的实例。最后,我们报告了覆盖网络中所有用户所需的最小BSs数量以及使之成为可能的最小半径。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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