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MANAGING LTE NETWORK CAPACITY

机译:管理LTE网络容量

摘要

Systems and methods are described for monitoring performance and allocating resources to improve the performance of a wireless telecommunications network. A wireless telecommunications network may be comprised of base stations and other infrastructure equipment, which may be sourced from various suppliers. Users may generate traffic on the wireless network, and performance metrics relating to the user experience may be collected from individual base stations. The set of available metrics for a particular base station may vary according to the supplier. A machine learning model is thus trained using metrics from multiple base stations, and used to estimate values for metrics that a particular base station does not provide. The metrics are then further characterized according to the service classes of the users, and resources for improving the performance of base stations are allocated according to the reported and estimated metrics for various service classes.
机译:描述了用于监视性能和分配资源以改善无线电信网络的性能的系统和方法。无线电信网络可以由基站和其他基础设施设备组成,这些基站和其他基础设施设备可以从各种供应商处获得。用户可以在无线网络上生成流量,并且可以从各个基站收集与用户体验有关的性能指标。用于特定基站的一组可用度量可以根据供应商而变化。因此,使用来自多个基站的度量来训练机器学习模型,并将其用于估计特定基站不提供的度量的值。然后,根据用户的服务类别进一步表征度量,并且根据针对各种服务类别的报告和估计的度量来分配用于改善基站性能的资源。

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