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首页> 外文期刊>Optik: Zeitschrift fur Licht- und Elektronenoptik: = Journal for Light-and Electronoptic >Particle swarm optimization based network selection in heterogeneous wireless environment
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Particle swarm optimization based network selection in heterogeneous wireless environment

机译:异构无线环境中基于粒子群优化的网络选择

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摘要

Deployment of heterogeneous wireless networks is spreading throughout the world as users want to be connected anytime, anywhere, and anyhow. Meanwhile, users are increasingly interested in multimedia applications such as audio, video streaming and Voice over IP (VoIP), which require strict Quality of Service (QoS) support. Provisioning of Always Best Connected (ABC) network with such constraints is a challenging task. Considering the availability of various access technologies, it is difficult for a network operator to find reliable criteria to select the best network that ensures user satisfaction while reducing multiple network selection. Designing an efficient Network selection algorithm, in this type of environment, is an important research problem. In this paper, we propose a novel network selection algorithm utilizing signal strength, available bit rate, signal to noise ratio, achievable throughput, bit error rate and outage probability metrics as criteria for network selection. The selection metrics are combined with PSO for relative dynamic weight optimization. The proposed algorithm is implemented in a typical heterogeneous environment of EDGE (2.5G) and UMTS (3G). Switching rate of the user between available networks has been used as the performance metric. Moreover, a utility function is used to maintain desired QoS during transition between networks, which is measured in terms of the throughput. It is shown here that PSO based approach yields optimal network selection in heterogeneous wireless environment.
机译:当用户希望随时随地以任何方式进行连接时,异构无线网络的部署正在遍及全球。同时,用户对多媒体应用越来越感兴趣,例如音频,视频流和IP语音(VoIP),它们需要严格的服务质量(QoS)支持。具有这样的约束条件的始终最佳连接(ABC)网络的配置是一项艰巨的任务。考虑到各种接入技术的可用性,网络运营商很难找到可靠的标准来选择最佳的网络,以确保用户满意度,同时减少多个网络的选择。在这种类型的环境中,设计一种有效的网络选择算法是一个重要的研究问题。在本文中,我们提出了一种新的网络选择算法,该算法利用信号强度,可用比特率,信噪比,可达到的吞吐量,误码率和中断概率度量作为网络选择的标准。选择指标与PSO相结合以实现相对动态权重优化。该算法是在EDGE(2.5G)和UMTS(3G)的典型异构环境中实现的。用户在可用网络之间的切换速率已用作性能指标。此外,效用功能用于在网络之间的过渡期间维持期望的QoS,这根据吞吐量来衡量。在此表明,基于PSO的方法在异构无线环境中产生了最佳的网络选择。

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