利用距离扩展偏差的线性回归估计增强HetNets的性能

Sudeepta Mishra, Anik Sengupta, C. Murthy
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引用次数: 14

摘要

异构网络(HetNets)使用部署在战略位置的皮蜂窝来填补覆盖漏洞,提高用户体验质量,并通过蜂窝分裂和频谱空间重用来支持更多用户,从而减少阻塞。与宏基站相比,皮蜂窝基站的发射功率更低。因此,由于利用率和卸载较低,观察到的改进通常低于预期。为了提高皮cell利用率,cell偏置试图通过修改cell选择/切换标准将用户从宏cell中卸载。然而,不适当的偏置值会增加阻塞,并对具有较高宏干扰的用户造成惩罚。在本文中,我们提出了一种有效的基于回归的方案来预测接近最优的偏置值,试图降低阻塞概率,提高系统的负载公平性指标。仿真结果验证,与静态偏置相比,该方案还提高了小区边缘用户吞吐量以及目标标准。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Enhancing the performance of HetNets via linear regression estimation of Range Expansion Bias
Heterogeneous Networks (HetNets) use picocells deployed at strategic locations to fill coverage holes, improve Quality of Experience for users, and reduce blocking by supporting more users via cell splitting and spatial reuse of spectrum. Picocell Base Stations have lower transmit power compared to Macro Base Station. As a result, the observed improvements are often less than anticipated due to lower utilization and offloading. To improve picocell utilization, cell biasing attempts to offload users from macrocell by modifying cell selection/handover criteria. However, an improper bias value can increase blocking and penalize the users with higher macro interference. In this paper, we propose an efficient regression based scheme to predict a near optimal bias value that attempts to reduce blocking probability and improve load fairness index in the system. The simulation results verify that, in comparison to static bias, the proposed scheme also improves the cell edge user throughput, along with the target criteria.
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