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Joint Optimization of User Association and User Satisfaction in Heterogeneous Cellular Networks

机译:异构蜂窝网络中用户关联和用户满意度的联合优化

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In this paper, we address the joint problem of user association and resource allocation in wireless heterogeneous networks. Therefore, we formulate an optimization approach considering two objectives, namely, maximizing the number of served User Equipments (UEs) and maximizing the sum of the UE utilities. Precisely, the aim is to associate UEs with the optimal Radio Access Technology (RAT) and to allocate to these UEs the optimal Resource Units (RUs) based on their requested services and contracts. Our problem is challenging because it is mixed integer non-linear optimization. To tackle this difficulty, we provide a Mixed Integer Linear Programming (MILP) re-formulation of the problem that makes it computationally tractable. Various preferences for user association and resource allocation are conducted by tuning: on the one hand, the weights associated with different services and contracts, on the other hand, the weights associated with the considered two objectives. The optimal solution of the MILP problem is computed for a realistic network scenario and compared with legacy solution. Extensive simulation results show that the proposed optimization approach improves the overall network performance while considering the UE requested service and contract: it outperforms legacy solutions in terms of user satisfaction. Moreover, it provides an efficient distribution of UEs on the different RATs.
机译:在本文中,我们解决了无线异构网络中用户关联和资源分配的联合问题。因此,我们考虑两个目标制定了一种优化方法,即最大化服务的用户设备(UE)的数量和最大化UE实用程序的总和。准确地,目标是使UE与最佳无线接入技术(RAT)关联,并根据其请求的服务和合同为这些UE分配最佳资源单元(RU)。我们的问题具有挑战性,因为它是混合整数非线性优化。为了解决此难题,我们提供了问题的混合整数线性规划(MILP)重新公式化,使其在计算上易于处理。通过调整进行用户关联和资源分配的各种首选项:一方面,权重与不同的服务和合同相关;另一方面,权重与所考虑的两个目标相关。针对实际的网络情况计算出MILP问题的最佳解决方案,并将其与传统解决方案进行比较。大量的仿真结果表明,所提出的优化方法在考虑UE请求的服务和合同的同时提高了整体网络性能:就用户满意度而言,其性能优于传统解决方案。此外,它在不同的RAT上提供了UE的有效分配。

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