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Accurate optimization models for interference constrained bandwidth allocation in cellular networks

机译:蜂窝网络中干扰受限带宽分配的精确优化模型

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摘要

In cellular networks, the signal-to-interference-plus-noise ratio (SINR) is a key metric for link availability and quality. For network planning purposes, a straightforward modeling unfortunately yields numerically difficult optimization models. Further, given a required data rate of a link, its bandwidth consumption depends nonlinearly on the SINR.In this paper, we develop two novel approaches to jointly model SINR-based link availability and bandwidth requirements accurately. The first approach is a set-wise formulation from a user's point of view, while the second one exploits discrete channel quality indicators. We compare these formulations with three known approximate approaches numerically, revealing the clear outperformance of our approaches in terms of exactness. Moreover, since the exact models comprise an exponential number of either variables or constraints, we discuss their pros and cons in a further computational study and develop a more efficient algorithm dealing implicitly with the involved constraints. (C) 2018 Elsevier Ltd. All rights reserved.
机译:在蜂窝网络中,信号干扰加噪声比(SINR)是链路可用性和质量的关键指标。出于网络规划的目的,不幸的是,简单的建模会产生数值上困难的优化模型。此外,在给定链路所需的数据速率的情况下,其带宽消耗与SINR呈非线性关系。本文,我们开发了两种新颖的方法来对基于SINR的链路可用性和带宽需求进行准确建模。从用户的角度来看,第一种方法是一种固定的公式化,而第二种方法则采用离散的信道质量指标。我们在数值上将这些公式与三种已知的近似方法进行了比较,从准确性方面揭示了我们方法的明显优于其他方法的性能。此外,由于精确的模型包含指数形式的变量或约束,因此我们将在进一步的计算研究中讨论它们的优缺点,并开发出一种更有效地隐式处理所涉及约束的算法。 (C)2018 Elsevier Ltd.保留所有权利。

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