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COD: A Cooperative Cell Outage Detection Architecture for Self-Organizing Femtocell Networks

机译:COD:用于自组织毫微微小区网络的协作性小区中断检测架构

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The vision of Self-Organizing Networks (SON) has been drawing considerable attention as a major axis for the development of future networks. As an essential functionality in SON, cell outage detection is developed to autonomously detect macrocells or femtocells that are inoperative and unable to provide service. Previous cell outage detection approaches have mainly focused on macrocells while the outage issue in the emerging femtocell networks is less discussed. However, due to the two-tier macro-femto network architecture and the small coverage nature of femtocells, it is challenging to enable outage detection functionality in femtocell networks. Based on the observation that spatial correlations among users can be extracted to cope with these challenges, this paper proposes a Cooperative femtocell Outage Detection (COD) architecture which consists of a trigger stage and a detection stage. In the trigger stage, we design a trigger mechanism that leverages correlation information extracted through collaborative filtering to efficiently trigger the detection procedure without inter-cell communications. In the detection stage, to improve detection accuracy, we introduce a sequential cooperative detection rule to process spatially and temporally correlated user statistics. Numerical studies for a variety of femtocell deployments and configurations demonstrate that COD outperforms the existing scheme in both communication overhead and detection accuracy.
机译:自组织网络(SON)的愿景已作为未来网络发展的主轴而受到了广泛的关注。作为SON中的一项基本功能,小区中断检测已发展为可以自动检测无法运行且无法提供服务的宏小区或毫微微小区。先前的小区中断检测方法主要集中在宏小区,而新兴的毫微微小区网络中的中断问题则很少讨论。但是,由于两层宏毫微微网络结构和毫微微小区的覆盖范围小,在毫微微小区网络中启用中断检测功能具有挑战性。在观察到可以提取用户之间的空间相关性以应对这些挑战的基础上,本文提出了一种协作型毫微微小区中断检测(COD)架构,该架构由触发阶段和检测阶段组成。在触发阶段,我们设计一种触发机制,该机制利用通过协作过滤提取的相关信息来有效触发检测过程,而无需小区间通信。在检测阶段,为了提高检测精度,我们引入了顺序协作检测规则来处理时空相关的用户统计信息。对各种毫微微小区部署和配置的数值研究表明,COD在通信开销和检测准确性方面均优于现有方案。

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