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Congestion control in wireless sensor networks based on bird flocking behavior

机译:基于鸟类植绒行为的无线传感器网络拥塞控制

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摘要

This paper proposes that the flocking behavior of birds can guide the design of a robust, scalableand self-adaptive congestion control protocol in the context of wireless sensor networks (WSNs).The proposed approach adopts a swarm intelligence paradigm inspired by the collective behaviorof bird flocks. The main idea is to ‘guide’ packets (birds) to form flocks and flow towards thesink (global attractor), whilst trying to avoid congestion regions (obstacles). The direction ofmotion of a packet flock is influenced by repulsion and attraction forces between packets, as wellas the field of view and the artificial magnetic field in the direction of the artificial magnetic pole(sink). The proposed approach is simple to implement at the individual node, involving minimalinformation exchange. In addition, it displays global self-* properties and emergent behavior,achieved collectively without explicitly programming these properties into individual packets.Performance evaluations show the effectiveness of the proposed Flock-based Congestion Control(Flock-CC) mechanism in dynamically balancing the offered load by effectively exploitingavailable network resources and moving packets to the sink. Furthermore, Flock-CC providesgraceful performance degradation in terms of packet delivery ratio, packet loss, delay and energytax under low, high and extreme traffic loads. In addition, the proposed approach achievesrobustness against failing nodes, scalability in different network sizes and outperforms typicalconventional approaches.
机译:本文提出,在无线传感器网络(WSNs)的背景下,鸟类的蜂群行为可以指导鲁棒,可扩展和自适应的拥塞控制协议的设计。该方法采用了受鸟类群集体行为启发的群体智能范式。主要思想是“引导”小包(鸟)形成群并流向水槽(全局吸引器),同时尝试避开拥塞区域(障碍物)。烟包群的运动方向受烟包之间的排斥力和吸引力,以及视场和人造磁极(汇)方向上的人造磁场的影响。所提出的方法很容易在单个节点上实现,涉及最少的信息交换。此外,它还显示了全局的self- *属性和紧急行为,这些属性是集体实现的,而无需将这些属性显式编程为单独的数据包。通过有效地利用可用的网络资源并将数据包移动到接收器。此外,Flock-CC在低,高和极端流量负载下,在数据包传输率,数据包丢失,延迟和能效方面均提供了优美的性能下降。另外,所提出的方法实现了针对故障节点的鲁棒性,在不同网络规模下的可扩展性,并且优于典型的常规方法。

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