On the constrained stochastic gradient algorithm behavior in wireless communication networks

J. Kolodziej, O. J. Tobias, R. Seara, D. Morgan
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Abstract

The purpose of this paper is to report on an unsuitable behavior of the constrained stochastic gradient (CSG) algorithm for adaptive beamforming in the combination of two events: one or more interference angles-of-arrival are close to the signal angle-of-arrival and the angle spreads of the involved signals are small. In this situation, the CSG algorithm stresses the co-channel interference minimization more than the maximization of the power radiated to the in-cell mobile terminal. We term this phenomenon unbalanced behavior and provide an analytical study to explain it.
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约束随机梯度算法在无线通信网络中的行为研究
本文的目的是报告约束随机梯度(CSG)算法在两个事件组合下的不适应波束形成行为:一个或多个干涉到达角接近信号到达角,并且涉及信号的角扩展很小。在这种情况下,CSG算法更强调同信道干扰的最小化,而不是辐射到小区内移动终端的功率的最大化。我们将这种现象称为不平衡行为,并提供一种分析研究来解释它。
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