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Receding horizon control of mobile robots for locating unknown wireless sensor networks

机译:后退地平线控制移动机器人,用于定位未知的无线传感器网络

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摘要

Purpose The purpose of this paper is to propose a receding horizon control approach for the problem of locating unknown wireless sensor networks by using a mobile robot. Design/methodology/approach A control framework is used and consists of two levels: one is a decision level, while the other is a control level. In the decision level, a spatiotemporal probability occupancy grid method is used to give the possible positions of all nodes in sensor networks, where the posterior probability distributions of sensor nodes are estimated by capturing the transient signals. In the control level, a virtual robot is designed to move along the edge of obstacles such that the problem of obstacle avoidance can be transformed into a coordination problem of multiple robots. On the basis of the possible positions of sensor nodes and virtual robots, a receding horizon control approach is proposed to control mobile robots to locate sensor nodes, where a temporary target position method is utilized to avoid several special obstacles. Findings When the number of obstacles increases, the average localization errors between the actual locations and the estimated locations significantly increase. Originality/value The proposed control approach can guide the mobile robot to avoid obstacles and deal with the corresponding dynamical events so as to locate all sensor nodes for an unknown wireless network.
机译:目的本文的目的是提出通过使用移动机器人定位未知的无线传感器网络的问题的后退地平线控制方法。设计/方法/方法使用控制框架,并由两个级别组成:一个是决策级别,而另一个是控制级别。在判定水平中,使用时空概率占用电网方法用于给出传感器网络中的所有节点的可能位置,其中通过捕获瞬态信号来估计传感器节点的后验概率分布。在控制水平中,虚拟机器人被设计成沿着障碍物的边缘移动,使得避免障碍物的问题可以被转换为多个机器人的协调问题。在传感器节点和虚拟机器人的可能位置的基础上,提出了一种后退地平线控制方法来控制移动机器人以定位传感器节点,其中利用临时目标位置方法来避免几种特殊障碍物。调查结果障碍物的数量增加,实际位置与估计位置之间的平均定位误差显着增加。原创/值建议的控制方法可以引导移动机器人以避免障碍物,并处理相应的动态事件,以便定位所有传感器节点以用于未知的无线网络。

著录项

  • 来源
    《Assembly Automation》 |2019年第3期|445-459|共15页
  • 作者单位

    Hangzhou Dianzi Univ Sch Automat Hangzhou Zhejiang Peoples R China;

    Hangzhou Dianzi Univ Sch Automat Hangzhou Zhejiang Peoples R China;

    Hangzhou Dianzi Univ Sch Automat Hangzhou Zhejiang Peoples R China;

    Hangzhou Dianzi Univ Sch Automat Hangzhou Zhejiang Peoples R China|Zhejiang Univ Coll Elect Engn Hangzhou Zhejiang Peoples R China;

    Hangzhou Dianzi Univ Sch Automat Hangzhou Zhejiang Peoples R China;

    Hangzhou Dianzi Univ Sch Automat Hangzhou Zhejiang Peoples R 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

    Mobile robots; Wireless sensor networks; Obstacle avoidance; Receding horizon control;

    机译:移动机器人;无线传感器网络;避免障碍;后退地平线控制;

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