Dynamic call admission control for QoS provision in mobile multimedia networks using artificial neural networks

Anand Pandey, Sanjeev Kumar, Krishan Kumar
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引用次数: 2

Abstract

In mobile multimedia communication systems, the limited bandwidth is an issue of serious concern. However for the better utilization of available resources in a network, channel allocation scheme plays a very important role to manage the available resources in each cell, hence this issue should be managed to reduce the call blocking or dropping probabilities. In this paper we have proposed the new dynamic channel allocation scheme based on handoff calls and traffic mobility using Hopfield neural network. It will improve the capacity of existing system. Hopfield method develops the new energy function that allocates channel not only for new call but also for handoff calls on the basis of traffic mobility information. Moreover, we have also examined the performance of traffic mobility with the help of error back propagation neural network model to enhance the overall quality of services (QoS) in terms of continuous service availability and intercell handoff calls. Our scheme decreases the call handoff dropping and blocking probability up to a better extent as compared to the other existing systems of fixed channel allocation and dynamic channel allocation.
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基于人工神经网络的移动多媒体网络QoS提供的动态呼叫接纳控制
在移动多媒体通信系统中,有限的带宽是一个值得关注的问题。然而,为了更好地利用网络中的可用资源,信道分配方案在管理每个小区的可用资源方面起着非常重要的作用,因此应该设法减少呼叫阻塞或丢弃的概率。本文利用Hopfield神经网络提出了一种基于切换呼叫和业务移动性的动态信道分配方案。它将提高现有系统的容量。Hopfield方法发展了一种新的能量函数,它不仅为新呼叫分配通道,而且根据交通机动性信息为切换呼叫分配通道。此外,我们还利用误差反向传播神经网络模型研究了流量移动性的性能,以提高持续服务可用性和小区间切换呼叫方面的整体服务质量(QoS)。与现有的固定信道分配和动态信道分配系统相比,该方案能更好地降低呼叫切换丢失和阻塞概率。
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