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Quality of service differentiation in heterogeneous CDMA networks: a mathematical modelling approach

机译:异构CDma网络中的服务质量差异:数学建模方法

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摘要

Next-generation cellular networks are expected to enable the coexistence of macro and small cells, and to support differentiated quality-of-service (QoS) of mobile applications. Under such conditions in the cell, due to a wide range of supported services and high dependencies on efficient vertical and horizontal handovers, appropriate management of handover traffic is very crucial. Furthermore, new emerging technologies, such as cloud radio access networks (C-RAN) and self-organizing networks (SON), provide good implementation and deployment opportunities for novel functions and services. We design a multi-threshold teletraffic model for heterogeneous code division multiple access (CDMA) networks that enable QoS differentiation of handover traffic when elastic and adaptive services are present. Facilitated by this model, it is possible to calculate important performance metrics for handover and new calls, such as call blocking probabilities, throughput, and radio resource utilization. This can be achieved by modelling the cellular CDMA system as a continuous-time Markov chain. After that, the determination of state probabilities in the cellular system can be performed via a recursive and efficient formula. We present the applicability framework for our proposed approach, that takes into account advances in C-RAN and SON technologies. We also evaluate the accuracy of our model using simulations and find it very satisfactory. Furthermore, experiments on commodity hardware show algorithm running times in the order of few hundreds of milliseconds, which makes it highly applicable for accurate cellular network dimensioning and radio resource management.
机译:下一代蜂窝网络有望实现宏小区和小型小区的共存,并支持移动应用程序的差异化服务质量(QoS)。在小区中的这种情况下,由于广泛支持的服务以及对有效的垂直和水平切换的高度依赖性,对切换业务量的适当管理非常关键。此外,诸如云无线电接入网络(C-RAN)和自组织网络(SON)之类的新兴技术为新颖的功能和服务提供了良好的实施和部署机会。我们为异构码分多址(CDMA)网络设计了一个多阈值电信业务模型,当存在弹性和自适应服务时,该模型可以实现切换业务的QoS区分。通过此模型,可以为切换和新呼叫计算重要的性能指标,例如呼叫阻塞概率,吞吐量和无线电资源利用率。这可以通过将蜂窝CDMA系统建模为连续时间马尔可夫链来实现。之后,可以通过递归和有效的公式来确定蜂窝系统中的状态概率。我们提出了我们提出的方法的适用性框架,其中考虑了C-RAN和SON技术的进步。我们还使用仿真评估了模型的准确性,发现它非常令人满意。此外,在商用硬件上进行的实验表明,算法的运行时间约为数百毫秒,这使其非常适用于精确的蜂窝网络尺寸确定和无线电资源管理。

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