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Fuzzy based handover optimization in LTE self organizing network

机译:LTE自组织网络中基于模糊的切换优化

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LTE (Long Term Evolution) is a 4G cellular network technology that provides improved performance in terms of data rate, coverage and capacity compared to other cellular systems. In this context, one of the main goals of LTE is to provide fast and seamless handover when a person moves from one cell to another by keeping the delay minimum. Hence, the design of an efficient and successful handover requires a careful selection of HO(Handoff) parameters and the optimal setting of them. In order to optimize the handover decision till now most of the researches have focused on RSSI, Distance from enode, Velocity of the user etc. But this research focuses on different combinations of the above mentioned parameters along with User served, bandwidth and to incorporate the effect of fading in network signal a new parameter of path loss is introduced so that ping pong effect i.e (unnecessary handover due to signal fluctuation) can be reduced. In this work fuzzy MIMO system is designed which hs not been implemented yet in LTE network. This fuzzy MIMO system fuzzify six input parameters and produce three output decision simultaneously i.e handover decision, network selection, Packet loss within the same system. In this fuzzy MIMO system, 300 inference rules have been designed which after defuzzification provides the minimum handoff decision value to be 0.32 which in earlier research work has been around 0.8 while the user is serving 4G frequency i.e 1870 MHz and travelling at a speed more than 65 Kmph. Quality of service is improved significantly with the reduction in packet loss to 0.22. In this way more precise handover optimization is achieved through fuzzy MIMO system.
机译:LTE(长期演进)是一种4G蜂窝网络技术,与其他蜂窝系统相比,它在数据速率,覆盖范围和容量方面提供了更高的性能。在这种情况下,LTE的主要目标之一是当人们从一个小区移到另一个小区时,通过保持最小的延迟来提供快速无缝的切换。因此,有效且成功的切换设计需要仔细选择HO(Handoff)参数并对其进行最佳设置。为了优化切换决策,到目前为止,大多数研究都集中在RSSI,到节点的距离,用户速度等方面。但是,本研究着眼于上述参数的不同组合以及用户服务,带宽以及将网络信号衰落的影响引入了新的路径损耗参数,因此可以减少乒乓效应,即(由于信号波动而引起的不必要的切换)。在这项工作中,设计了模糊MIMO系统,该系统尚未在LTE网络中实现。该模糊MIMO系统对六个输入参数进行模糊处理,并同时生成三个输出决策,即同一系统内的切换决策,网络选择和丢包。在该模糊MIMO系统中,已设计了300个推理规则,这些规则在经过去模糊处理后提供的最小切换决策值为0.32,在早期的研究工作中,最小切换决策值为0.32,而用户正在使用4G频率(即1870 MHz)并以高于65英里/小时服务质量显着提高,丢包率降低到0.22。这样,通过模糊MIMO系统可以实现更精确的切换优化。

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