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Bio-inspired self-adaptive rate control for multi-priority data transmission over WLANs

机译:受生物启发的自适应速率控制,用于通过WLAN进行多优先级数据传输

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摘要

In Wireless Local Area Networks (WLANs), the unpredictable injection of traffic load and the limitations of DCF based bandwidth allocation may result in network congestion. Also the Quality of Service (QoS) of data flows with different priorities may not be strictly guaranteed. In order to support service differentiation and guarantee QoS of data transmission over WLANs, based on the extended Lotka-Volterra (LV) biological competitive model, a bio-inspired self-adaptive rate control approach for multi-priority data transmission is proposed in this paper. This approach guides data flows to compete for network bandwidth in the way of a native ecosystem. As a result, both service differentiation and QoS can be guaranteed, simultaneously. In particular, it also achieves higher bandwidth utilization. Then the proposed approach is applied to four categories of data flows defined in the EDCA protocol, the allocated bandwidth of each category is optimized through model parameters (i.e. competition coefficients among categories) optimization. Extensive simulation studies have been conducted to show the superior performance of the proposed approach. Under the recommended model parameter values, the total bandwidth utilization is maximized up to 93% compared with 60-70% achieved by the EDCA protocol, whilst maintaining the service differentiation of multi-priority flows.
机译:在无线局域网(WLAN)中,流量负载的不可预测的注入和基于DCF的带宽分配的局限性可能导致网络拥塞。同样,可能无法严格保证具有不同优先级的数据流的服务质量(QoS)。为了支持服务差异化并保证WLAN上数据传输的QoS,基于扩展的Lotka-Volterra(LV)生物竞争模型,提出了一种基于生物启发的自适应多速率优先数据传输速率控制方法。 。这种方法指导数据流以本机生态系统的方式竞争网络带宽。结果,可以同时保证服务区分和QoS。特别地,它还实现了更高的带宽利用率。然后将提出的方法应用于EDCA协议中定义的四个类别的数据流,通过模型参数(即类别之间的竞争系数)优化来优化每个类别的分配带宽。已经进行了广泛的仿真研究,以显示所提出方法的优越性能。在推荐的模型参数值下,总带宽利用率最高可达到93%,而EDCA协议可达到60-70%,同时保持多优先级流的服务差异。

著录项

  • 来源
    《Computer Communications 》 |2014年第1期| 73-83| 共11页
  • 作者单位

    College of Computer Science & Technology, Zhejiang University of Technology, Hangzhou 310023, China;

    College of Computer Science & Technology, Zhejiang University of Technology, Hangzhou 310023, China;

    Department of Computer Science, Loughborough University, Leicestershire LE11 -3TU, UK;

    College of Computer Science & Technology, Zhejiang University of Technology, Hangzhou 310023, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    QoS; Rate control; Multi-priority; Competitive model; 802.11e EDCA;

    机译:服务质量速率控制;多优先级;竞争模式802.11e EDCA;

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