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A Hybrid Method for Mobile Agent Moving Trajectory Scheduling using ACO and PSO in WSNs

机译:WSN中使用ACO和PSO的移动Agent移动轨迹调度的混合方法

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摘要

Wireless Sensor Networks (WSNs) are usually troubled with constrained energy and complicated network topology which can be mitigated by introducing a mobile agent node. Due to the numerous nodes present especially in large scale networks, it is time-consuming for the collector to traverse all nodes, and significant latency exists within the network. Therefore, the moving path of the collector should be well scheduled to achieve a shorter length for efficient data gathering. Much attention has been paid to mobile agent moving trajectory panning, but the result has limitations in terms of energy consumption and network latency. In this paper, we adopt a hybrid method called HM-ACOPSO which combines ant colony optimization (ACO) and particle swarm optimization (PSO) to schedule an efficient moving path for the mobile agent. In HM-ACOPSO, the sensor field is divided into clusters, and the mobile agent traverses the cluster heads (CHs) in a sequence ordered by ACO. The anchor node of each CHs is selected in the range of communication by the mobile agent using PSO based on the traverse sequence. The communication range adjusts dynamically, and the anchor nodes merge in a duplicated covering area for further performance improvement. Numerous simulation results prove that the presented method outperforms some similar works in terms of energy consumption and data gathering efficiency.
机译:通常,无线传感器网络(WSN)会遇到能源受限和复杂的网络拓扑的问题,可以通过引入移动代理节点来缓解这种问题。由于特别是在大型网络中存在大量节点,因此收集器遍历所有节点非常耗时,并且网络中存在大量延迟。因此,应该合理安排收集器的移动路径,以缩短长度,以进行有效的数据收集。移动代理移动轨迹平移已经引起了很多关注,但是结果在能量消耗和网络等待时间方面受到限制。在本文中,我们采用一种称为HM-ACOPSO的混合方法,该方法结合了蚁群优化(ACO)和粒子群优化(PSO)来为移动代理调度有效的移动路径。在HM-ACOPSO中,传感器字段分为多个簇,并且移动代理按ACO排序的顺序遍历簇头(CH)。在移动范围内,移动代理使用PSO基于遍历序列选择每个CH的锚节点。通信范围会动态调整,并且锚点会合并在重复的覆盖区域中,以进一步提高性能。大量的仿真结果证明,该方法在能耗和数据收集效率方面均优于同类方法。

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